{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n\n   PTRATIO       B  LSTAT  price  \n0     15.3  396.90   4.98   24.0  \n1     17.8  396.90   9.14   21.6  \n2     17.8  392.83   4.03   34.7  \n3     18.7  394.63   2.94   33.4  \n4     18.7  396.90   5.33   36.2  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CRIM</th>\n      <th>ZN</th>\n      <th>INDUS</th>\n      <th>CHAS</th>\n      <th>NOX</th>\n      <th>RM</th>\n      <th>AGE</th>\n      <th>DIS</th>\n      <th>RAD</th>\n      <th>TAX</th>\n      <th>PTRATIO</th>\n      <th>B</th>\n      <th>LSTAT</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.00632</td>\n      <td>18.0</td>\n      <td>2.31</td>\n      <td>0.0</td>\n      <td>0.538</td>\n      <td>6.575</td>\n      <td>65.2</td>\n      <td>4.0900</td>\n      <td>1.0</td>\n      <td>296.0</td>\n      <td>15.3</td>\n      <td>396.90</td>\n      <td>4.98</td>\n      <td>24.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.02731</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0.0</td>\n      <td>0.469</td>\n      <td>6.421</td>\n      <td>78.9</td>\n      <td>4.9671</td>\n      <td>2.0</td>\n      <td>242.0</td>\n      <td>17.8</td>\n      <td>396.90</td>\n      <td>9.14</td>\n      <td>21.6</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.02729</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0.0</td>\n      <td>0.469</td>\n      <td>7.185</td>\n      <td>61.1</td>\n      <td>4.9671</td>\n      <td>2.0</td>\n      <td>242.0</td>\n      <td>17.8</td>\n      <td>392.83</td>\n      <td>4.03</td>\n      <td>34.7</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.03237</td>\n      <td>0.0</td>\n      <td>2.18</td>\n      <td>0.0</td>\n      <td>0.458</td>\n      <td>6.998</td>\n      <td>45.8</td>\n      <td>6.0622</td>\n      <td>3.0</td>\n      <td>222.0</td>\n      <td>18.7</td>\n      <td>394.63</td>\n      <td>2.94</td>\n      <td>33.4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.06905</td>\n      <td>0.0</td>\n      <td>2.18</td>\n      <td>0.0</td>\n      <td>0.458</td>\n      <td>7.147</td>\n      <td>54.2</td>\n      <td>6.0622</td>\n      <td>3.0</td>\n      <td>222.0</td>\n      <td>18.7</td>\n      <td>396.90</td>\n      <td>5.33</td>\n      <td>36.2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn.datasets as datasets\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "boston_house_price = datasets.load_boston()\n",
    "feature_names = boston_house_price.feature_names\n",
    "\n",
    "df = pd.DataFrame(boston_house_price.data, columns=feature_names)\n",
    "df['price'] = boston_house_price.target\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "X = df['LSTAT']\n",
    "Y = df['price']\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "width": 367,
       "height": 248
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "class RegressionModel:\n",
    "    def __init__(self):\n",
    "        self.w = 1\n",
    "        self.b = 0\n",
    "\n",
    "    def predict(self, x):\n",
    "        return x * self.w + self.b\n",
    "\n",
    "model = RegressionModel()\n",
    "pred_Y = model.predict(X)\n",
    "\n",
    "\n",
    "plt.scatter(X, Y)\n",
    "plt.plot(X, pred_Y)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2000, 20)\n"
     ]
    }
   ],
   "source": [
    "def mse_loss(w=1, b=0):\n",
    "    model.w = w\n",
    "    model.b = b\n",
    "    pred_Y = model.predict(X)\n",
    "    return np.sum(np.power(pred_Y - Y, 2)) / len(Y)\n",
    "\n",
    "\n",
    "W, B = np.meshgrid(np.arange(-10, 10, 1), np.arange(-10, 10, 0.01))\n",
    "L = np.zeros(shape=W.shape)\n",
    "for i, w in np.ndenumerate(W):\n",
    "    b = B[i]\n",
    "    L[i] = mse_loss(w, b)\n",
    "print(L.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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GuVzWOY7XL+x0DMGSMEYRVTeIdtmisAj6e09gnDDM5dLI5XLY3d2HZRkgYUgsGhKCxNKYvU3c/K3bvM7ZGw3C2iD45wjfFbz4zUC8jTy8c9m2u1RNY6BUTTqtQtez0PUslaoJyDJElx+WPaeHhaEsK1BVthX3LYaW61gShkS0kBAklkKQNnFRLuBRrKuFAittEtQVPB9ibsIi4y5VU60CsiwPCEN3qRqehawoCgBxhOGyRc4wIo2nL54EGhQGhaEkyWNcySQMieggIUgsnGW6goeJ4v1VVQHAMlqDuILHQWv9YrEsC61WG61Wv9Ufr1+YTqsAgLW1PAqF3IC1cDmlasSaHCLP1WWvOcNwEccFoL8YQxKGRHiQECQWxuyu4EFs24YsR+Uanh+3KxgAarWGcP2QDx3agCzL6HQM7O0d+P47EUT7smGlalpoNltIpzVsbBRRrzehKIqTfMKP68cXdmGa0ZcH6u/7onxJ4lnfhgWXKEzTbH6FIStqzY4jYUjMAglBYiEEcQV7E82CNu9CmU6zFmgAizvTNBUiuWcPH96EJEns6kmSY9EigsGnC+9kArCMZO5KzmQ0Zz6YpulkI3c6ndAsxHFAJM0lqhZiAs7/hZrcJ5nFUXsJQy4KSRgSw5AQJCJlXiug1/nCJIyNajgrmInAMHEntPhHkoBDhwYFoJutrXXs7OxPfmfb/d4C7eoCwjOSeamafscT9pCQy2Wc49yu5DAtVKIILzF1hpgWwSDdTgb+eoowZP+2RmIRSRgSHBKCRGSEZwXkfy/WAu52BbdaHae7BSf8kjT+j93aWh8rADk8U5GIBneGsTsjWdMGM5INw3Asht1uVxgxNx/iiS5RtU50patIGBL+oJ2AiISoEkKiKh8z62ndruDhrOCwNz+/p5MkoFjUpwpAN5qmUjmUQMw2YdwZyQAgy5LTH1nTBjOSu13DcTn7zTYXLSNWTB0hnjgFoi+zQ8KQmAYJQSJUWJFeGaqq9Nxe4Z07ivV7sMXcdCQJyOX8FohejDtVUYB8vicAZ1ywNzaKuO++nanH0T7gTVBRYVk2Wq0OWi0uDOWBHsmFgu4c1+3yVnidJWUkB0ckzRWWZyJs+rF8i3u/3r8AjBeGqqpCklh3HtuWSBgmGBKCRGhwV7CmpZDNptHpGAhXCC13BZ/mCh4m6rVSVWXkctlAApBDC7oYWJaFZrPtzClFUQaEYTqtAdBhWdZAj2TTHBSGoogc0SyUgJhj4izTSjlOGBYKOhRFxtGjO+iLP6knXEkYJgkSgkQoeLmCw3YLs17DUWUNT/79JFfwMOGv6YMn1DQF2WxmLgHoZmOjiL29ivc7i7dnrgSmaaLRMNFotAAAqZTi9EjWNM1VqsZEp9ONoKxSchFtTs+aNRw1fE3pWypZph8bo+XKRHYLQ7n3//LAOYh4QEKQmAvvrOD4ZJoOZsWOMpsrOBr6wlrC+nre+XdYMGvTNGhhXyaGYcIwmk5GsqqmHGGYyaSd+bC1te7UL2y3w81Ing1uXVrS23sgqjgRtUYnF6hui6F7PpEwTA4kBInAjMsKdlsEw6Wf2LGIhXNWV3CfYOVexpHNMqGWTquRLaipVAqG4WXlFGeHEmmzXPa+xkvV8LGsrRWQyaRh2xay2QxyuaxzXL+4tbEwYSheges+IlnfGBJsO/qi47PiZakcXH/cv7d9C0MSheJBQpCYGW4FHJ8VHM1CO5jYEc57jBOts7iC/Z5zVnK5NDRNdeRklAvo5uYajhwZnzRCa7e42Dac7iU7OwcDpWrS6cFSNcM1DBcxNlEQdQ6L5hrmsLV98rimdT0ZJwz7gpCEoQiQECRmggvASQWi3a5M8Rl+4l2+K1jXM1DVlO8SMGFAMWbxxj1N3KVqqlWWkewWhu5SNW5ROMvDzvTxiJiYIWr5GLEEMyeIQCVhGE9ICBK+cSeEAItfvPpN2cN/b0mS5nAFh0M+n0EqtVgB6KZYzKNSqS38fYlosSwLrVYbrRbPSJYHahjyGFGekcz/C6NUjUgCR+TyMWIJZkYYlkp/fZIBwCRhuERICBJT8U4ImQQXbFHdwOG7hhVFQSajwbZndwV7nBWAfy1XKGShKMrSBCAnl8uMCEHRNk1iHP7njWkOlqpJpZQBYdjPSLZc8YVdx/0cV8S0Ui6+jqBfohjXfMJQdv0/ESYkBImJBGkTF9WiFkUSCj+XpqVCcwX7LVJdLOYgy/LSBaAbWZZhWfHe8BeJSBt4UOsNy0jul6pR1ZTjSs5kNCdW1jRNp35hp9OdOE9EFV2AWN8ZR0R3NRD9uIIJQ3nopxhrZ5whIUiMZd42cVFlDYeFosjI51l2pWEYqFaboZ5/HCIKQM729jqOHNl1vRJuBnRyEEvohDmNeEYyL1Xj7pGczaaRy2UAYKBHMusiNHotRNI3IopTEcfEWE48pT9haLmOJWEYBiQEiRFmdwUPMq0237yEcaPzrGA+VMOI3gomsgDkyPxLH0Kc4QozkJXBnWHMMpJTjhvZnZHsFobizJdRxBKn7KdIYwL6a+yyLZWzCMNMJo1MJo1qtdUThYRfSAgSAwRxBY8j7M0gjDWJZQVnB1zBa2v5+U/sYtiFvbbW6wPsflFgCgUd1Wp92cPwQLDdUigWE2fGMpJZsWqAZZv3LYbaQEYygF7crR1qRnJQRBE3g4g4Jve1WvJAhpgkDNNpFspQrbaWMrY4Q0KQcJjXFcwRbVHjTMoKDlefsc/P3WhxEYAcXc8im82g250cB0aIxuLvO8uy0Wp10Gp1ANQhy3LP2s5KMOVyWeRyWViWjW6X90juhJKRnATEFVzsp6hrOcctDCVJdkrTELNBQpDwVRswCGHHavTLx8x+XrcreDgrmJ03nLEqCljcoW1DdtfaiRmdTgeapjqu4o2NItrtfuuyVReIon2toozHsiznAUvTVOztVVzlanipGn2gVE273YVpRi8MRbQIitqBRdzYxfGIWpg7DpAQXHGiqA0o0r3o5QqOokC0qsrI5bKxcgFPIpVK4ciRXeh6FoWCDtO0kMmkkc3yRAETnU7HiQmjBZgYhM1/lmnccTKSWakaDek0cyX3S9WYA8IwigcNEW9JEcUpIO64JkFCMDgkBFcUSWLiRVWVngswzLNHU0dw1vIxPCtYlqcXiA461HQ65YijJGWrpVIKADiWmmq1jk6nO2DZ4W6/RbYuS9AlDh2R9sBx3xMrVdNEo8EyknmpmnRa83zQ6JeqCePDiSsURBuWqC7rcbDEEXG/X9EhIbiC8IQQVVV6RYRNAOEpwejuRf/ZyIOu4Aa63fGupyCLRzarOR0ZkiQA3TBrzeC14RtzrdaAJEmOZcerdRnFgy0SMbtTTLu13KVq2MNpvxVeNptBLpd1jnM/aAS5Z0W8TUW1vMUlRtANF4JJXY+jhITgijGYEBJ1sdDFn1eSJKdX72yuYH+D1fU0VFVNhPt3GuvrBeztVcb+3rbdiQK8dRl3+w3Gg3FRmIQOFW5E2SdFm4pBYsxs2/2gwUvV9IWhu1RNMAu0eBYjUWPxRBWok5AkaeVjl4NCQnBF8KoN2He1hr+LhJmA0T/n5N8rioJ8PuPLFTx83mmXYNl9gOMAa13WQrPJ48FSjih0d6ig+MLVYd7qA+12B+12B9UqL1WjOcJw2ALN/xtXqiaKHuXzQnUEw0OWJRhGfMYrEiQEV4AwawPOQnSdRUZPnE5ryGY1X67gWRClD/CyKBRygf/WMAwYxmiHCrfbb7gQcZTxhUlHpD07iodLVqqmjVaLPeD1s5E1lwUavYxkw7FA89AENiaBLhIAUesIijuu8VCMYHBICCacSbUB5ynHMo0obkivZJFhV3Ct1gzw3vaIxotDF5BFkEqxJSKMS+Dl9uMxhl7WnXZb5PhCsVx64sZFRXd9mAW67Vj+WUZyvx1eJqM5x3U6XciyLJRYBkS2CLKfoo1rEkwILnsU8YSEYEKZt01cOGOIdnMadAW30Wx2Ap3HXYSUBOA4wq8Jyd1+QH3AupNOM+tOoTAYXyiu2BEF8XbBRa47LCPZdErV8IxkLgr5/Dl0aGPAAr3MuDKKEQyHuI1XNEgIJhC/ruC+RTD8MURxP7otmG5XcLXamNtyJMsS1tfzJACXhJd1J53WRuILbdtGsZh3ilsva+EXcYqItAeKINrdGckAsLW1DlmWYZqW0/UHwEhowiLnlKgCRtRxjSNu4xUNEoIJIqgVMJpFO7o0flVNQVHkOVzBDFlmfXWTUgQ6SfB6c+74wkJBRyqlOJs4iy80HVFI8YXiIdrGbFkmdncPeqEJKSe+0J2R7J5T3W53QT2co3+PWRBByM9C3OoeigYJwYQQJCEkykU6ilPzIsesV3BwV/BAF5CYLXjLQtezPTfucmBB/wZSKQVHjuz6iC9kx68Kok1j0cbD4esSC01g8wSYHLPKS9W0252xGclBEdWStYjyYmESx7qHIkFCMAFMSgjxQ1RiKMzTZjIaMhnNyTINIgJ5kWk2NkF3KkHRNHXZQ3DwF18Ip58tjzFMUv3CUUSbz6KNZ3KdueE5JcuySxiyUjX5fA6WZaPbDS+ZSeQYwTiJKlkmi+A8kBCMMfMmhER507AK7/Lc5xnMCjagKMrM7fCy2TTSadU5HxGMVEqGYSxPTI2br97Zo31R6O5ny0Vhux1OLJhIG49oG7do45nl1rcsa6hUjTIgDN3JTG4rNG/JOCuCXarYCUFRLatxgYRgTAmjNmCU5WPYeef7+1RKga6zrOBms41Wq4O1tbzv83IBSfF/4bC5uY4jR3aXPYypDPezdZcUcScJMJdfv7A1ER5i3m7BxY1pmmg2TVex9P7DhqYNPmy4heG0jGRRBZeo4xoHxQjOBwnBGDKvK3gRzLuIuF3Bg1nB08+76kWgo0KW57fwLgN3Islo27IcdN1/dwpREW8tEE9IhLkUDD9s8FI13AKdzWac49ic6vRK1QxeE/G+N4ao4xoHWQTng4RgjIiiNiBz4c5/Hi+CWBrdrmBW+qE1cnOPOy/VAIyeQkFHtVpf9jACM9q2THbcfczC4+5OEaf4QrG6Zoh5+0UnTodL1Qx20Rm2QvcfOMTsdsLjKcUb1zgGhaCQk09oSAjGhGjbxEXRWWT2v/FyBfs5LwnAxaHr2VgLwWEsy7s7Bath6B1fKKobWTRriGDDWejS4NVFh//nLlXDvzNNUwWbVxJsW/SHnz7kGp4PEoKCI0ncFcyeHMOe6NFZBGerIzjeFTx6Xs7aGtUAXAayLC+1G0OUeHWn4IWt3ZYdbiHUNBXtdps2oCFEtHQtK+5tMCOZZbjy+oXZbBqSJGFzc02o8IS4xQhS1vB8kBAUGG4BLBRykCSgUmlE8j7R9Br2/97TXMHD51UUmbqALJHt7XgkjYQBd/kBg5YdXoZofb0A286j2zVcRYgXv4HTbeAPEYSCZdlORnIqpUCSJDQaTUccDoYnGI4VepF9t+McI0iVIWaHhKCgDCaEhFOKxYtl3uzcFSxJ0lhXMEfTUs7TMwnA5RLXpJF5cVt2bNtGPp9DpVLrJQqwciIAQispEndEEhKiLhdctHiFJ7j7JANw9d2OPm41bhbBuI1XNEgICsa4hJDoFrJonqDcpWm8blC3K7hWa4592s1m+wH89KS3YGx77MTb3FzD7u7Bggck3hxotdqOG7m/gY+LL2QbeDRB+JJgwks017C4WaXDY/IKT3CLQm6N5qVq+NwKM1wjbsKqP16x1oe4QEJQIMYlhEQ5wRd9r/t1BVMNwCXCBeCE6y5Sp5Fl4p66fuML+5mjHXQ6Rogbrlgbt0g6QtQlZFK3E864jGQmDN2lagzXA0fwgumidjuZRNyEq2iQEBSESbUBJxhm5sa2bSfQNtzzsp/uz+PHFUw1AJeIDwHoJpvNOAV2iVHGxRcOZ46GEV8o2q0i2nhEtQgGicUbrovpfuBwzytWw5AVTO92uzPEbbOfgl2qiTAhuOxRxBcSgkvGX23AqANgozg3/yDMRTTNFUwlYJbIjAKQs7aWJyHok9HM0cFetsmLLxTLQiOquJnXhe7ONObn688rbaBgOrdEt9udiQ8ccSvOzI0ZcRmviJAQXCJ+awNG3xM4ivOyn7IsIZfLjnUFUwmYJRJQALpJcimZKPHqZdsvbK2OtCzzEwdG++B4xHV3hitgBh846iMPHPl8Dvl8bkBAtttdGEZfGMZNCAL9AtiixRDHBRKCS2KWNnHTEi/mJZqbh41T17OQJIy4gkkALpEQBCBnsaVk4rMxzYppmmg0RhMEhluWDXemGOwXLs71ETVmS7QhRV2mZfSBQ3b1SGbzq1AYtETzhw0Rv79xsPlGD6RBISG4YKJoEzcPUb2/qvanFncFq6qMXC5LAnDZhHjdV7WUTNRT150gwNx9KafO3HB8oVgdKfqIJCREtQguWjCbpoVms+WEdLBMd83JdueWaADOw0en0xW+xaKoDx5xgYTgAnFbAQH/Iqz/1B+FcAvXnO7OCgaARqOJVEpGPp91fk8ki2WVklkVmLuPufCAfmcKt7sPADKZNCRJXkoB4mFEvc1F0goiXCOW6d5Eo8EyklU1hWw2g1wu07NKF5zj+pnuXeH6EFOyyHyQEFwAYVkBo3D/hHnzuLOC2+0u0mlmvSDr3xKJMuW8x2qWklnefHZ3pgBYfOH29jpM04KmpZwCxKZpOVmjYdeZm45YG7OYcW/ijanbNSDLHeRyGeztVQD0y9V4l0Car1RNWJBFcD5ICEaM34SQSUQ7wcOxNrqzgk3ThKalAGr3szxCjAP0QzabdjojrBbL33xM04QkSeh0uq5OJ6PxhWHVmfMDm3bLvzYiI6Y4HRyXO/RgWgkktzBc1niJYJAQjJBZEkIm0a/JF2VP4GDWRrcr2DRNyLKMFP/gxOJZsADkrK0VVlQIigS7fwfjCwFVVT3rzPktJxJ4NALtyyKKBVGXyP61Gnx9tASShH4nnX6IgjsjeRG9t0X8buMGCcEICD8hpG+1Cxuvws9+cbuCbduG4jZ9EotlSQLQzSqWkhFp7/Eai20PFiDm8YW8pAgvJ2JZNrrdrlPYev74QtGymJc9glFEFTD9azV5XCxEoeNUg2AZyaojDnlrUJaRbEQWu8obIgh2GWMFCcGQCcMVPMyg1S5sBgs/+4W7gvlfCrnSrgICCEDOYkvJEEEYjS8cLScC9OMLeZ25WQW+ANNxCBFFl4hjCi5QWUZy2/EM9Htv9/skA0wYuntvz5uR3N9rxbqOcYKEYIiE5Qoexp01HDZui6Af0ukUMpk0ZEHEx8oikADkrGopmWUzzxQYLifC4wvD6GMr0r4s0G3iIHa3k/mF1XDv7VQq5TxwZDIastnZi6ZHOd5VhoRgCEgSoGkKVFVBu92J8MaO2iI4nmy2b+qnBBABEPQ7iLKUDK3z4wivRp53fCFvV+Y/OUC0AtciWt9Erm0IhH+/GYYBw2BzC8BAj+Thhw63MJz2nfHxzhqVsrNzDFdccRmuv/5a7O7uoFhcwxlnPBYXX/xqnHjirznHff7zn8bb3/7fhv+cD+qGcrn8ePcvSqXSswD8GYBTADQBfA7AW8rl8pHhk5RKpbMAvBXA6b1zfhXAm8vl8h0exz4CwNsAPAFAGsD1AC4pl8vfm+2Tj0JCcE64KzidZpPa3T0jLGa12oV57nw+g1QqRe5fwherWUpGDMLeuAfjCxsDyQE8vpAdZ7s27o4TAyaQ5hLS+ibimIDFuVr5Qwd7T6knDNn8yuWyyOXYQwerYcjKIHW73ZHrFcQwsbNzDL/7u/8JR47chzPPfBzOO+/puOuuO/GVr/wffOtb1+HSSz+A+9//AQCA2267FQBwwQX/CZrGjCEf+MA//9feqX7hPm+pVHoxgI8CuAPAewE8AMDLAZxbKpXOKJfL+65jzwXwZQB7AD4IYA3ASwA8pXfsna5jHw7gWgAygCvBRONLAVxbKpWeVC6Xvz3zRXBBQjAgwwkhvMBmFEWfB9tIhY2327lYzEGWZRKAxMysQimZVbwlvJMDhuMLdce1l0opwiQQiWl9E89KCSynJp870xhoOKVq+NzS9Rx0fbCkzc7OLiRJdmIPZxnzFVdchiNH7sMf/MHr8aIXvdR5/Utf+gLe+ta/wLvf/U78zd+8EwATgsXiGn7v917nHPdf/ssb/mr4nKVSKQ/gPWAi8NHlcrnSe/3LAN4PZiV8Q+81GcClABoAziiXy7/ovX4lgK8A+HsAL3Cd/h8B5AGcWS6Xb+od+14ANwD4JwBn+v7wHlBQTwBkmcUDemcFx2uHGE5EKRZzWF/PQ5Fltniu4o4nCoJtEH5ZWyssewgrxbJuUR5fuL9fxZEjuzh2bB/Vah3dLrMIptMaDh/exPb2BopFHem0tvSwEpFuKXFj25ZfnJmXqqlU6jh2bB9Hjuxif7+KVqvdewBJ4dnP/i085zm/hde//o9w2WWX4ZZbfgTT9JeRfM01X8f6+gbOP/8lA6//h//wTJx44q/hxhu/5TzA3HHH7Xjwgx/i57QvBrAB4J1cBAJAuVy+AkAZwMtLpZLSe/k8ACUA7+cisHfsV8GE4PNKpdIWAJRKpZMBPA3AZ7gI7B37IwAfAXBGqVQ6zdcHHwNZBGdkXEKI22oX9k0UpUWQDzWXS0OSMmQBFAEBE0FmRRRL0GogxjzhMWCNRgvHHbeFZrMF07SQTg+6+pZRfFhEi6Cot7eI7dosyxrJdv+rv/prXH31V/Htb38b119/HQAgn8/j0Y8+HY95zJk444zH4kEPevDIuUzTxIUXXoRUKuWZ4KaqGrrdLgzDwP7+HiqVAzz0oSf7GeaTej+v9vjd1wG8Gixu8OYpx14N4OkAngjgMz6OfRWAcwHc5GeQXpAQ9Mm02oBRxvG5xxAmmqawAF3bpoxPEUiAAOQkv5SMeN/Rsq04HD59TdNCrdZArcZcfTz+y6v48HB8YVQIcokAiGsRZEYOscY0jGlaOPvsc3D22ecgl0vjl7/8Bb7ylavxve99B9/5zrfxf//vNwAA73jHu/C4x5018LeKouD881/sed6f//xO3HXXnTjxxF+Dpmm4/XYWH2gYBt7ylj/BD3/4A7TbbTSbjS8B+PNyuXyj68+52XAk0QPAnb2fDwMTgvzY26cc6z6vn2MDQULQB/5qA0YZx8dvzHDOTRnAgpEgAciRZRnZbCaUOmHEZMSbNqMCx7b9xxdyUdjpdEObOyJaBPvXacnDGCJufXsVRcHDH/5wbG3dDy9+8YUwDAM/+cktuO22W8FyLPxhWRb+4R/+FpZl4bnP/W0AwG233QYA+PSn/xWPfexZeOYzn4Nf/OJuXHPN1ecBeHKpVHpuuVz+Uu8UWwDa5XK56XF6XkphzXUsAOyHfGwgSAhOwW9twKjvG64V5oEygAUjgQLQzdpaHgAGsv5EaFAfFkn5HGHjZzoP1y9MpRRXKZF+jbmw545IX5mohZDjJgSHx5tKpfCoR/0GHvWo3/B9Dtu28Xd/9zZ897s34td//RFO7KBtWzj++BPwqle9Fk9/+m85xz/xiWecB1bq5QOlUunB5XK5BUAFMC5Ljr+e6f1Uh14P69hAkBAcw6xt4qLN7AUAO/C5KQNYMBIuAN3Uag1omopsNjMSIxZVj9tVRbS9e5bxsOLDTafGHC9qnU4Pzp3hwtZ+EdHzIaaVMs5CMNh3bBgG/vZv/zu+8IXP4X73OxFvf/s7oKpMe73sZa/Ay172ipG/KZfL3+hl+L4MLD7vS2A1A7Uxb5Pu/az3fnKrodfx8xwbCBKCHszTJi6q9SbIfbm2pkOSJBKAorBCApBjmiZ2dwdjxAZ73FrOpt5ukxs5GKLNp/kFDp8TtRqGSoloI/GFfO5Mii8UMe5N5DqCol2rScwjXFutFv78z9+M66+/Fr/2aw/A//yf/4Tt7UN+//x7YELwQb3/3wOQKZVK6XK5PGy9467bA9ex/PX7Zjh2mOFjA0FC0AW3AgZpE9efiNHFCPp5qpVloFAgASgkK/hdrK0V0Gy2PWLEFCc+jHcWAJhwbLfZxi6yG1mkr7I/FjGuVdjXhpcSabc7AOq9+ML+Q0U6raFQ0J2HCh5jOPhQIaKVS9RkERGv1XiCjrdSqeANb/hD/PjHP8LDHlbCO97xLmxsbA4cUy7/FM1mA6ed9hivU2R7P1u9nz8DcDaAk8DKxbjhYrHsOpa//rMZjh1m+NhAkBDswQWgX1fwMIvIGp5EOp1yWvSQACREwquUjGmaaDT6fUjd7aay2TRyucyIG5mIF1FpCRZf2HaKlqdSyoAo5A8VLL6QiUIRl0MR3dVAvISgbduQ5dnH22638eY3vx4//vGPcNppj8Hf/M0/QNfzI8e95S1/gmPHjuKzn/0y1tfXh3/9xN7P7/R+fhPARWCu4mFh9mQwq91PXMcCfbfy8LEWgBs9jr3U41iAtZsLDNUMQb84dFARyP4m+qxhr3Pncmmsr+eRzWaYFXDFXI+E+Gxvr089pts1UKs1sLt7gCNHdrG3V0GzyYrH5vM5bG2tI5djDzq5XAaKQkvXMKLs3YuOfTMME41GE3t7Fdx33w52dw9QqzVgWRay2TTW14vIZNKQJAn5fE6YNoiiumBFrCM4CT7eWfbeyy57D374wx/glFNOxTve8b88RSAAPOUpvwnLsnDppe8Z+K5KpdLvAHgWgGt6hZ0B4NMAqgDeVCqVNl3HvgKsvMvl5XKZPxF/A8BdAF5dKpVOch17Hljx6E+Vy+WjANDrO3wtgBeUSqUzXMeeAtZm7jvz9hteaYvgrAkhk4n+znHP80IhC0VRyPonGmGkdyeMWWtUDroCWakRXpQ4lVJQLLJFOy5u5OgRc74t6+twJ5Lw+MJiUYcsy2PiC1nx4EUjouVN1EzmSbDr6D+2eGfnGD75yX8BADzwgSfhIx/5kOdxL33py/Hyl78SN9xwHT73uU/h9ttvxamnnoa77vo5AHwcwD1gFkAAQLlc3i2VSm8C6zF8U6lUugrAiQDOB3Pvvs11rFkqlV4LVjD6O73EkzyACwAcA/DGoeH8EYBrAHy9VCp9BIAJJgIlAK/1/eHHIAX9wo8ercZnpngwT0LIODY2Cmi1OpH0WdV1VvrFti3KABYREoATabc72NurTD9wAoWCDl3PYnd33ylMrKopZ0NdZDby2loemUwa9923E+n7+EFVU9jaWsfBQVWIHs+apmJzc81pCSYCm5trkGUZu7sHA4WtuWV5cnxhNKyvF6CqKo4eFafwuiRJOO64LacQuOjYto3jjttCp9NFteovfOSaa76OSy55w9TjvvjFq1EoFFCtVvGBD1yGb3zjauzsHMPa2jp2do5dDuAvyuXyPcN/VyqVXgjgTQAeAWAXzPX7p2OO/U0AfwngMQBqYGLvknK5fKvHsY8BE5NnA+iCuY7/rFwuf2f42FlZSSHotzbgrKyv59HpdNFohL/4UQawoJAA9M299x6b6++5ELzvvmOumNzBjNJUirXytCzbiQ9rt7u+e5D6ZW0tj3Q6jSNHSAgOw4Xg3l5FmNjOzc01SJKEnZ39gdfd8YWapjruRW5t5oWtLSv87W5jowhFUXDs2N70gxeELMs4fHgT1WrdKeUjMrZt4/jjt9FqdVCrLW6uHTpUSNSiv1Ku4XBdwePeI7z5wVvAkQAUkBUsBTMvup4NfXPxzijtb+yZDCu95d7Y2+0w3MgSRMnS5cTIm7dwxt2mvH5hozFYv9CdtASgZ21mc6fb7YZyrdleIdaX1m97t+SBzICILva4sTJCUJaBTEaFJNnodIxIJnpYk5FawAkMCcDAFAp6SEJw/AY63LFiXDZy0MLExHTELJTsTyx4xRdyi7Ou56Drg/GFnU53rjAE0fRL3GIERe3XHDdWQghyV3Amo8K2gXY7mvihWTOXhsnnWTA8Wf8EhATgzHhlumcymlNLcBF0u4azUY8rTBy1GzlqxBReYomcIGFAbmtztcrcpv3al/2H9cGi6P7nj4iWLFHn0jhkmY03Ctf9KpFoIbgIV/AgwdrAUQs4gSEBODNcAHrdC+vrxTliBeftM7ssN/JqIeatMltmqReW5VW/kCeeaCNF0fnDxTiRIrIQFG1c44ijK1tEEisE3QkhAJsorPhkdPXHZp2MlAAiMCQAZ2aSAHSjqikhegzP40YWcVqIsxmKJybCTgwEeHzh5KLoAIay2fvxhSLWEYyfEGQ/4zJeUUmcEJxkBYw6wdOP0FRVBbkcJYAICwnAwPi1hm9trc+dQRwFft3I3W430gfKuCPirbOIxAyv+dOPL8xC17NOmSNmlRbRIsh+CjasscRNuIpKooTg9NqAwVy3szDu9JQAEhPou5kJvz2wh1EUeSG12oIyzY3MheChQxtLdyPTeuKPRX41XvGF7geLQkEHAMiyhvX1wszxhVERN2EVt/GKSmKEoJ/agEE3Lb+wyTh4fkoAIZKIXzfwOLa3N4QoxuyXYTfyxkYRqpqCaVojbkDe6WTx2ciibIbibc7LLtViWRZarbZTYDuVUrC1tQ7Lsnrxqf34Qndh60UnQcRNWPXXH/FK8cSJ2AvBWRJCop7bbtczJYAQSWbeByouImfZcETam2zbhm0Du7sHQ25AbaSNGReGhhGttUeU6yPqcifK9QFYfKEkSWi3O6hU6gPxhZlMGtnsYHwhK2xtLECgxVMIxmW8ohJrIThrmzg+WaLK1uJWkvX1PAlAkaFuIIEI26J+6NAGjhwRp71WUAbdgNyNrDobOw8JWba1Z9GItDeLmKEL9K/RaHxhymmD5xVfOG/9wnHELUaQl4/x8sYR/omtEAzSJm4wWyu8sWhaCtlsmm2SEbufiTmgRJBAzOsGHocsy5Fkcy4b5kbulxlR1ZQjCIetPWG4kUWbznGrRbcMJlmy2IMFe2AAhuMLVSe+kNUvNEKtfxk3CxuVjwmH2ArBYL2C+xbBMBYpSWI9R/vnJISEBGAgohKAbra3N3H0aBytgv7XEG7tqdebEbmRxZzXomzOIoqbWW6p4fhCRVFcha0H61/2Lc5dWNbsyVgiXqtJDI5XzPsgDsRWCAaZp2FP7lwuSwJQZEgAzsUi5rairFYZlijdyKJs3qKtiYINB8B8gss0TTQag/ULvSzOw/Uv/byXaN/dNNwWwZgNXShiKwSD0HcNhzNjWq02NG2lLmE8IAEYmKgz673Y2lrHzs7+Qt9zXsK6RGG4kcWd5mIIUzETIMIb06DFGVDV/oPFcHxhv7C1d3yhJMWrXZuosZ9xI7YqJsgTgDtZJAxEroO2kpAADMwi3MDjUNXYLkOhM96NrHq4kZm1UFRE2Z9FXA6iSsqwbQw8LMiy5CSd8DmUz+cG+mu7QxGWXWZnVvpCUMAvOUas5Aoc5sJgmiYURQnvhMTskAAMzDIFoJuNjSL29ipLHYNoeBUl5gWJ02nuRtadWDBNU2Ga5tItOsueS6OIZxFcVEKNZdk+4wstdDodKIoi1HWaBlkEw2GlhGB/woS3UFUqDWxsFEI7HzEDJADnRpRNm8fGEeOxrEE3ciqVQjqtIpvNQJaBQkFHoaD3XIAdJz5sWYiyQYtYEmVZSRnT4gv5uLa312eOL1wGskxCMAxWUggKsvcRQSEBOBfLiAP0Q7GYR6VSW/YwYoNhGDAMVmS4WMzj4KCGVErp9bbNQddH3chRF7UGxLstRS5ns2wNMxxfuLW1DkmSYduYOb5w0fB1bNnXMAmsmBBkP8PeBJvNNrLZdKjnJDwgATgXoriBx5HLZWIlBEXbgLrdLprN1kQ3MncBRlvUWsz5JdL3JWKZFj4U0zSxu3vQiy/szyF3fGG3u7iOOZOQJAmWJeaDbZyIrRCcp3xM2JOm1eqQEIwSEoBzIboAdJPPZ1GrNZc9jFjiXhPHuZHHtTDjm3p4YxFH4IhoERT1VmQWNhZzyuILO2i1WEISK3WkOfOoX+rIcpJO2u1g9QvDGC8RnNgKwXmI4iYU1d0Wa0gAhkKc5mU+r08VgknsRjIf079f7kbmLkC3pcftAuQxYe12cDeyqNNNpDkjokWQMT7mjpU6aqHZHIwvHH64CFK/MPBoKVkkFFZOCEaVal6pNLC2pod+3pWEBODcxPnBJJNJO1mOxHT6X7O/DdG24bQwG+dGLhSG3cizWHrE2pxFtAiKmMkMzPaQ5Y4vBOBqg6d5xhfO20rRe7xizbW4spJCMIr9cZHm8MQTUwEjAnFyA49jfb2Ae+8VWwjG+foOM+pGVpyCxEHcyKJeGpH0goiZzMB8wqov9BqQJGng4WJcDcx54wtZjOBcpyCwkkIwukXcMEykUlRTkFgeSREoqpoSJjtxPGLt4mGJCsMwYRjNqZ0qJrmRRRI4IrphxbRShmdhs20/8YWsBiYXhZ1Od6YmDbIs3vcaV2IrBIN/99G5zKpVqilIEGGwtbWOe+89tuxhxIIoxf9opwp5YDMfdiN3Ol3hulOI+Gy0auJ0OL5wMHlJc5ItDcMcCEeYdH2CXsOdnWO44orLcP3112J3dwfF4hrOOOOxuPjiV+PEE39t4NgvfvHzuOqqj+Luu+9CoVDEU5/6m7j44tcAGN3nS6XSswD8GYBTADQBfA7AW8rl8hGPY88C8FYAp4Nd8K8CeHO5XL7D49hHAHgbgCcASAO4HsAl5XL5ezN98AlIQSfi0aPVpc/gVAAZWygwE3W12gh5NAwSgsSiiHMcoB+OHduFYfQtBLx8xZEjO0vvnrG5uQZZlnDs2P5SxwEs97q43ciapg5szo1Gq1d3rrtUC2E2m8HaWh7Hju0ttdSJG/6d3XffjjBiUJZlHD68iVqtgVotmv1xHP1WihpSKcWxTA4nnrhRFBmHDm2iUmmg3fb3ve7sHMPv/u5/wpEj9+HMMx+Hhz70Ybjrrjtx3XXfRKFQxKWXfgD3v/8DAAAf/vAHcOml78FDHnIyHv/4J+COO27D9ddfi1NOORU/+tEP0uVy2envWCqVXgzgowDuAPCvAB4A4HcA/D8AZ5TL5X3XsecC+DKAPQAfA7AG4CUAar1j73Qd+3AA1wGQAVwJJhpfCkAD8KRyufxtv9d4ErG1CAbFtm3IshzJuVU1lfjNmVg+SYgD9MPW1gbuu29n2cMYiyD791LxciMXi3koihx6NnJQRLxNxLQIsp/LGBOfH7Vaw+mxzWMMh+MLb7/9duzt7ePkk0+eebxXXHEZjhy5D3/wB6/Hi170Uuf1L33pC3jrW/8C7373O/E3f/NO3HvvPbj88vfhlFNOxbvffRlSPavT5Ze/Dx/84OUA8CoA7waAUqmUB/AeMBH46HK5XOm9/mUA7wezEr6h95oM4FIADTDR94ve61cC+AqAvwfwAteQ/xFAHsCZ5XL5pt6x7wVwA4B/AnCm7w8/gWgUkcBElSySy6WRz2fDP3FSEGjBiztJF4AcSZKcOCBiOsu+xbgb2bIsmKaJI0d2sb9fRavVRiqVQqGgY3t7A4cPb2JtrYBsNh3ZQ/kg4ooukRBFnPIe25VKHceO7eHo0V0cHFTRanWgqin82Z/9KV7xipfjOc95Fv7oj/4In/zkv+KXv/yFr3Nfc83Xsb6+gfPPf8nA6//hPzwTJ574a7jxxm/Bsix85jOfhGmauPDCixwRCAAXXngRdF0HgFe6/vzFADYAvJOLQAAol8tXACgDeHmpVOLJA+cBKAF4PxeBvWO/CiYEn1cqlbYAoFQqnQzgaQA+w0Vg79gfAfgIgDNKpdJpvj74FFbQIhjuRirLMnQ9g1RKQafThSzLUBR5ZTbrqVApGGIOtrc3cOTI7rKHITQi3lq2zbKRW622UwpoMBvZHRdmDCQMhK1DRLw+IpY9EUUIDsPiC/tZ7X/1V2/FNdd8Hd/5zrdx9dVX4//8n/8DALjf/U7EGWc8Fmec8Tg86UlPHhBw7Dx9Yef1AKKqGrrdLgzDwM03fx8A8OhHnz5wTDqdxiMfeSpuvPH63yiVSmvlcvkAwJN6v77aY/hfB/BqsLjBm6ccezWApwN4IoDP+Dj2VQDOBXCTx+9nItZCkGuMGf8qNJGmaSnkcqy0Qr3eQqfTRT6fhWVZUJQVzx4mARgKqx5qIMuyx6YpVjLC8hFrfoybrm43MgAnJmx8NjLblOcfDxc4c58qREQWgkseyBQOHz4OL3jBC/HSl74U2WwG11xzLW644UZ8+9s34HOf+zQ++9lP4XWv+8944QsvGPg7RVFw/vkv9jznz39+J+66606ceOKvQdM0/PKXv8Dm5hZyudzIsSeccAL/58MAfBvAQ3r/P5LoAeBO17E3u469fcqxmPHYuYi1EAxCWJM8l0sjndZgmhbq9eZA2vsqb9wkAMNhVeIA/XD48KbQsYKiII6w8CdyhrOR3XFhLBsZA+VF5m1fJs71Ebs7jkjXaRKsVmEap59+Jk477Uy8+tW/j0rlAD/+8S14xCMe6fs8lmXhH/7hb2FZFp773N8GAFQqBzjhhPt5Hq/ref7Ptd7PLQDtcrns1RLpwONYANgP+di5WEEh2O83HGTCy7KMfD4DRWGu4Hq95XF+afVqCpIADJVVF4A2bEg9SxeLFRQrnHnFv57Q8XIj87pz87qRRfyuRCuxA4jrGh7H4HjZv4vFNTz+8U/wfQ7btvF3f/c2fPe7N+LXf/0RTuygYRhQVc3zbzTNeT3T+6kCGFcBv+1xrPv1sI6dixUUguxnkCcyL1ew1/klaYVqCpIAJEKEC0BpyN15+PAmqtX6kkYlNqLdemHEv3E3cqMxvX1Zu92Z4kYWT+Cwa7TsUQwSPyHIHg6DDtcwDPzt3/53fOELn8P97nci3v72d0BVmfZKp9MwDO/uOZ2OUzWGL0hNsHIuXqQ9jsWY4+c5di5WTgjyp7BZn8gmuYKHz78S1hwSgKGx6nGAboYFoBtVFWm5ou9rEmGLCXf7MlmWXF0qWEHrSW5kUW8t0QRXXGIEOYPlbmb7klutFv78z9+M66+/Fr/2aw/A//yf/4Tt7UPO7wuFImq1muff1uvO69w9uwcgUyqV0uVyedh6t+ZxLH/9vhmOHWb42LkQaWVdCP2bz9/EcbuC2+0uGo3WxOPdN1Gz2XL6dCYGEoChQXGADLcbeBKZDHsI3tgooNVirsHltqETZccUa/5EPZ0ty57JjawoipCiS7wxsZ+ijWscbuE6y5yrVCp4wxv+ED/+8Y/wsIeV8I53vAsbG5sDx9z//g/ATTd9D+12C+n04B5+zz2/AgALwK29l34G4GwAJ4GVi3HzoN7PsutY/vrPZjh2mOFj50KswJsZCTJf3a7haWhaCsViDrIso15vTRWB7Px9i2OrNb4xe+yY5cIRE3HPEWKyFdALWVZQKOjY2lpfQk06MRFr816s29MwTDQaTeztVXDffTvY3T1ArdaAbQO6nu31tWXdYHQ9K4RlWcRbX9T+x+MIIqbb7Tbe/ObX48c//hFOO+0xeNe7Lh0RgQBw6qmnwbIs3HzzTSN/f8stPwSAW8rlcrX38jd7P8/1eMsng1ntfuLzWAvAjT6PBVi7ublZuZXT7yacy2Wg66wUTLXa8IwH9D4/eucffL/YQgIwdEgAMitgUHZ29nHs2B4qlTq6XQOZjIa1tQIOH97E1tY6CoUcNE2dfqI5EeXWFm06sfEs7+LwDhU7O/s4cmTHWbsVZfABYn2dPUAoyjK2QREtgvGKEZRlaWa38GWXvQc//OEPcMopp+Id7/hf7gzgAZ72tGdAURRcccVl7phAfPjDH0C9XgeAy1yHfxpAFcCbSqWSoypLpdIrwMq7XF4ul3ks2TcA3AXg1aVS6STXseeBFY/+VLlcPgoAvb7D1wJ4QalUOsN17Clgbea+E1a/4eU/Gi2YabpmVlewxzv0frIYxEqlgbU1PeBolwi5gEOF4gAZ45JBZiGXy6BWa3gkEzD3oK7noOv9llQ8mcA0xegzuwqIoiUsy4ZlWbAsG0eP7vbcyHyuaE64gWGYaLc7Tixi1GJITNdw3GIEZ7uGOzvH8MlP/gsA4IEPPAkf+ciHPI976Utfjgc+8CS86EUvxZVXfgiveMUFeMITzsGdd96B6677Jh71qN/AD3948z/z48vl8m6pVHoTgPcCuKlUKl0F4EQA54O5d9/mOtYslUqvBSsY/Z1ea7k8gAsAHAPwxqHh/BGAawB8vVQqfQSACSYCJQCv9f3hpyAFnYxHj1aXPl1kmf03C4oio1jUPbN+3VnBjUYLnc7s8UesOGoGlUrdSSiJVfZwsCrdxBhIAEbDvfceG/s7WZaRTveLFXOXsWmajiicd7Pf2lqHbdvY3Q0lVnsu1tYKSKc1HDkiRq3Fw4e30G63cXDgHWy/aDY2ikilFBw9ujfyO01THWHIXcbubOSo4lAPH95Ep9PF/n51+sELoljUkctlJ95bIrG5WYQkydjba/haY6+55uu45JI3TD3ui1+8GoVCAbZt45Of/Bd86lOfwK9+xQpMn3vuU3DRRa/Cgx50wsgblkqlFwJ4E4BHANgF8CUAf1oul+/xOPY3AfwlgMcAqIGJvUvK5fKtHsc+BkxMng2gC+Y6/rNyufydqR/GJysnBGVZwtpaHo1GC+12Xwjmchmk0ypM00St1gpcuFRVU8jns6hWG05z9UIhJ35NQRKAoUICsE8U16LRaKNS8beJqmrKEYWqmnIsCf5Kj3gjnhBUhWnFd9xxW2i1xBKCiqLg2LFRIehmMBtZdbpDWZblWJY7ne6EihH+Ee0aAcDaWh6ZTDoWxdtt28b29joAYG+vufC19tChQqIW91i7hudLFmHf4/yu4JF36J2//4rQNQXJBRwJJAL7RHEtcrm0byHY7RqOVYd1I+DWwuHSIx2n/IhlLf051zciTjWR3It+S4V5ZyNH40YWtY6gaO7qSUiSBNOkB+4wiLUQDII7WWSwQHQzkCt49Pz8X4JPThKAoUNWwD6LuBabm2szW+Rs20ar1UGrxQLAB0uPpJ1yT27XoFeimMgtwpaNiF0zgnxXrKi16RgH3G5kr6LWs7qRxRNd4onTSTDhOr91llhBIchRVQWZjDa3K3iYvtAcfL3RaDmic6mQAAwdqgfYZ5HXIozMYHcHC0nimz2zAOXzrOG8Zdk9QdhBu90JxTUYNqJt4CKNJyxLF38oqNV4UWvVeYgoFFhCYN+NzOaL11wRtUwLe7gRa0yTkCQZtr3MOqLJYeWEoCzLsG07RFewN8MbYbvdXa4QJAEYOiQAR1n0tdje3pga++UX22b3abvdRbVah6LIAzFjmQyrR2cYZq90hSWIO00cC5yIt0IU1lvmRu5blhVFGQg5cLuReacT7kbulxYLd0zzIsZc9k+/fAwxLyslBN2uYMMwIhGBkzqXLMV1SAIwMkgAMpbpEk+llMjctKZpodlsodlk6wRPOkmnVcgyy0Y+fHjTlXTScRLEFolY01BEa1f0LkTTNNFoeLmRVWSzGeRyfTcydx+LJmLiJARFFdNxJdZCcJZJ4M4KjjIWYlKdwoXWFCQBGAkUBzjKsq/HoUObC8mY5Zt4rcYskbZtwzAMV9KJDtO0XBageCWdhIlIG/QypmffjdxPUOpbl7MAgHw+B1VNTXQjL5J4CcF4Fb8WnVgLQT94ZQUXi7nINq9JnUvCikOcMgASgBFAbuBBRBLEsixDlqWFiy7LspzyH6mU4pSo8Uo6abc7kfZFFmU/FGRKDLFcgTOcoJROq9jYWINhmFPdyIskTjGCJATDJdFCUNNU5HLsJnNnBS9z7hiGGU1NQRKAkUACcBBRr8ehQ5tLrX/Gk07q9WavIkE/wzSfzyGfz/lKJAiCWN+FeBu0aBne/IGl0Wii2WxPdCPz+oVRPkRw4mkRXPJAEkJiheCkAtG2bUfaoH6StST0moIkACNBVMGzbES9HpIkIZVSlhKjN4xt244VkCedcGvhsAWIlR3p9CxAc71rKGOfFzGnhzjJNG749z3JjRz1Q4SbeArBeIxXdBInBBVFhq5zV3AHjUZ75Bh35lYULKRJBwnASBFV8CwDkdzAk9je3lhYe6xZLodpWmg0WlPr0XFBECTpRLT9UKTxiGYRnCRiht3IPBtZ06ZnI4cxrrgIKxKC4RJ7IegWXeNcwd5/E+XGNnnjnKumIAnAyIiL4FkUcbSKptPqQOtIERmtR6c5pUfSaW0k6aTd7sRowxMva1i0Atez1BEczkZ2t0sM040ctyxcWY7PmhQHYi8EObP1Co52w592MwWqKUgCMDLiKHiiJq6ieGNjbWFWwTDwamvmbmmWzWac7GQuCoc3epG+JpHG4kYkgTOP6Bpul9hvgTfqRubC0J8bOV4WNrIIhkvshaCiyMjns1AUeawreJio546fTdT3RksCMDJIAI6ShGuSy2UiKxQfNV5JJ9w1OC5eTMR2lqLsz2J28QhHxLhjUQEMxaKqjhvZNE3nIWKcGzluwoqSRcIl1kJQkiQUi6wN1Cy9gt0lXqKa+NP20UqljrW1/PgDSABGTpzFTlQk4ZoUi/nYCkE3gxu9O+lkMF7Mtm1YlgVNUz37Ii8SMYWXWIIhKjfscCzqoBs5jVwuM9aNHDdhNShc479mLZtYC0HbttFotGEY5kw1+txFn6OY+MyqMjkreWzNMxKA0bKQTJ54EVc38CQKBR3Vaj3S91j0pjku6UTXs1AUBZuba07SCbcWLiuLWhRBIaKla1FieRY3Mp8nIl2nScRNuIpOrIUgALRaXcxeCcZd9Dn8meQ3K3mgpiAJwGih6ztCEtzA49D1bMRCcPnXjMeBZTIaLMtGs9kaSDwBdMctyBNPot7oRZtLgg0HwHLEqV83cqHAup0sar4EhSyC4RJ7IRiESf2Awzm/vwVxoKagiCtWEiABOBbRNu2w2dpax87OfoTvIMomyR5om802mk0WI62qKccCNM0tGAXiCAhxLUfLHNOwdTmXy6BYzMOyrKXMl1lxWwQTvowthBUVguxndBMoea622EEC0JMkuoHduD+fqqaW0npuGQwLL+4WHEw6GVekmFl/FtICc8H0p7o4c0BEdzXPLK5W6+h0jDFJSrzWJZsvprm84u2yzMOrkruWLZIVFYLj+wGHc37/x7bbXaTTaiTjWGkSLHaCkGQ3MMdL5B4+vBWrcjJRMOoWVAbqFvaLFBsD2aVBEDdZRJzxiHiN3AksXklKPOSAuZE1AFh42MHgeONT/DoOrKgQZD+j2hP9ZCVLkoR8PhtN3+FVhfwEnqyKFXDcZ9T1LOr1ZqjvKdLlnHUsw0WKubWQJ564O51wa+Gs1h9R9miR570o1wiYbKU0TQvNZgvN5uRsZP4gwWNXox4vCcHwWEkhOJgsEh3jspJTKQW6noEkSWg02tA0BanUin4VYUBuYE9W1Qo4TKGghy4Ek4R745ZleaDXLUs68VeLDhDvFhQxu1REETOLu9o7G7nvRgYQqRuZ3/OiXcM4E3v1EWQuRJ8s4j7/4AAzGQ2ZjAbbtlGrNXuN59FPGiH8QwJwIqsgAP1+xu3tDRw7thfxqJaFFJrQsSxrJOlkXC06LgoHkwjEi38DxBqPaL2PgeBxi8tyI0uSnHhPxyKJvRAMQvSu4dHzSxJzUalqqhfE3Rq4GWhSzwAJwLGswjwK8hlTKQWyLCcyIYIRjbIYtv64rYWFgg6AiUe+yYs29wQbDgDxeh+7mVegermRvbLXmQGkE9iNLElSgu/lxbOiQjBq1/Dg+RVF7hV9ldFqtdFsdkb+olZrOAsrMQURV/cls0pu4KCf8fDhzVATR0Sx6izqK7dtG61WB60WW79SKcURhZkM2+g5uVwGzWZ76Z1OxLRQiufWjCqT2Tt7fdSN3O32ww78FEFnruFgYzp27CguuOAFuPjiV+P8818y8LvPf/7TePvb/5vn3z3iEafgsss+OPBaqVR6FoA/A3AKgCaAzwF4S7lcPjL896VS6SwAbwVwOphI+CqAN5fL5Ts8jn0EgLcBeAKANIDrAVxSLpe/N9OH9clKCkFO1BZBAEinmUvFtpnY63a9J7lh0NPNRCgRZCJJFoBAeJbOfD6HWq0RwogI3he50WDxlzzZhFl/MshmM3MnncyLiLdFklzDszDNjTwcjzrJjSzLwcR0o9HAJZe8EfW6d7H52267FQBwwQX/CZqmDfzu8OHjBv6/VCq9GMBHAdwB4L0AHgDg5QDOLZVKZ5TL5X3XsecC+DKAPQAfBLAG4CUAntI79k7XsQ8HcC0AGcCVYKLxpQCuLZVKTyqXy9+e+YNPYWWFYJQVyfkEzWQ0qGoKhmGiXm9OrWfW6XShaVRKZgByA49lldzAYX3OpApBEYRFp9NFKqUgndawu7vfK1OjeWzyHSe7NHrLmHgWQRETHZYxJj9uZAAD8aitVttZD2Yd77333oNLLnkjfvazn4495rbbbkWxuIbf+73XTTxXqVTKA3gPmAh8dLlcrvRe/zKA94NZCd/Qe00GcCmABoAzyuXyL3qvXwngKwD+HsALXKf/RwB5AGeWy+Wbese+F8ANAP4JwJkzfXAfzNycTTSCzl2/beCC4C5o2253UK02fBW1rddb0QwojkRf9Tu2RB/aIAZRCd1DhzZDOIs4117EmDPTZJ1O9verOHJkFzs7+6jVGjBNC9lsBhsbRRw+vInNzTXoejayqgnu+niiIOJ9K4KVkruQd3cPcOTILvb2Ko5LOZ/P4QMfuBy/9VtPw5/+6ZvxwQ9+ELfeeqtvMXjVVR/Fy172Itx++604/fTxOuqOO27Hgx/8ED+nfDGADQDv5CIQAMrl8hUAygBeXiqVeG248wCUALyfi8DesV8FE4LPK5VKWwBQKpVOBvA0AJ/hIrB37I8AfATAGaVS6TQ/A5yFFbYIRnNDqmoKus6eZNrtDhqN9ozjSr6Vxxd0DTxZhfkRdbyjoshIpeQQwjEEUheCMK5Y8rSkk0KBJ510HLdgGB1hRCzeDIhloQTEe5hwu5GrVeZGPuecJ+GOO+7AjTfeiGuvvRYAsLW1jcc+9vE488zH4YwzHovNzS3P81111cdw/PHH441vvAR3330XvvvdUe/qkSP3oVI5wEMferKfIT6p9/Nqj999HcCrweIGb55y7NUAng7giQA+4+PYVwE4F8BNfgbpl5UVglG0gctm08hkNJimBUWRnLY9s1CpNLC2RkkjxCCrkAwCLE7obm/Plzgi2tcgmK6YOJ7JSSdpZLOjLsF5k05Euj4iZrzO6mo9fHgTsiyj0+lid/cgwpExTNPCAx7wIPz5n/9XWJaFI0d+hauv/jquu+56fPnLX8QXv/h5AMArX/kavPzlrxz5+ze+8RKcccZjoSgK7r77Ls/3uP12Fh9oGAbe8pY/wQ9/+AO022086lGn4pWvfA0e8YhT3Idzs+FIogeAO3s/HwYmBPmxt0851n1eP8eGxsoKwTBzD2RZ6rk3FHQ6XTQabayv5wNtaKItEAuBEkGmsioCcJGfs1DQUa16B40TwQjy/bmTTiSJJZ1wYehdoLjj+yFbRIugCG7YYWYRgocObUCWWVTZMjpjqaqK0047DQ9+8Ml46UsvRr1ew/e//11897vfQan0655/87jHnTX1vLfddhsA4NOf/lc89rFn4ZnPfA5+8Yu7ce211+D73/8u3v72f3CfZwtAu1wue1Wq58p4zXUsAOyHfGxorLAQtCFJ84dIsi4hWUgS0Gi00G53HU0TdE9bmaQRSgSZyCq4gYHlfU5dzyZCCIo5R4IpHdtGr4NJF9UqxhYoNgzTySr1k3QikvASzQ0L+C/HsrW1BkVRYMOGBAlHjuxGP7ghhuM+dT2PJz7xXDzxiefOdV7btnD88SfgVa96LZ7+9N9yXv/+97+L17/+tXjb2/4rrrrqM0in0wCgAhgX98Vfz/R+qkOvh3VsaMQ+WQQI3l1k3vUzk9FQKOQA2KhWG2i3u0PjCfYGiU8aoUSQiaxSMgiw3M95+HAYiSMiIJawCEt48czS4aQT27aQy2U9kk4GLVQiWgTFrCM4PW4xm01DVVVHBHY6o/VwF4EsR5MJ/rKXvQKf+MTnBkQgADz60afjaU97BnZ2juGmm5wyfk0A2vA5evCCmnXXsRhz/DzHhkYihGAQ5kkWYVlMWWSzaXS7BiqVxoirYl4rh2gLRSiQAPRF0gUgII61U5blpbi3wkaU5SLq77TbNVCrNbCzc4AjR3awv19Fq9WGoigoFHRsb2/g0KFNrK3lkcmkBc0aFms8gD/X8NpawRGBtm1jd7cy8fioWMa68bCHMZfzPff8kr+0ByBTKpXSHodz1+2B61j362EdGxorKwSDJoukUgqKxRxSKQXNZhu1WjOSBuyVSvxdViMIsPGLSiKFvwciWAGH2d7eCPR3K/KVBWIR89mybLRabRwc1HD06C6OHdtDtVqHYRjIZNJYXy9A11mMIW/vKQIiuoanWSmPP367dxS7b++7b2cho/KCrx1hZJW7KZd/6rb4DdBuM6+spjm672e9nyd5HP4gfsqhYx8U8rGhsbJCMMg6xYKXswCAWq3pZL15n3++gtVhT/KlQbvlREQURlEhihXQi2Ixv+whBEK0y7nM8fDC/Xt7FacOHS9Zk8/nsLW1jsOHN7G+XkA2m4GiLH77E9FCCUy2Uh533GBJlp2dPe8DF0RUXVDe8pY/wR/+4Wuwv78/8rsf/vAmAMCv//rD+Uvf7P30Ckx8MpjV7ic+j7UA3OjzWIC1mwuVFRaC/jdgSQJ0PYNcLgPTtFCpNKb2QwwjEXaS0BQecgP7QlRhFCZxELu8i0H8EC0GTozvmNeh63YN2LaNo0d3cXBQ6yXiaVhby+PQoU1sb2+gUNCRTqsLWqrE63QCjHcNH3fc1sB9a5rm2Dapi6IvBMM971Oe8puwLAuXXvqegWvxta/9O6677ps47bTH4MEPfih/+dMAqgDeVCqVnEDjUqn0CrDyLpeXy2UeL/YNAHcBeHWpVDrJdex5YMWjP1Uul48CQK/v8LUAXlAqlc5wHXsKWJu570TRb1gMW/mcBBFdbp0yaUIpigxdz0JRZLRaHTSb/gpEh2H9aDbbTpZcbKBM4KmIbBmLgrh81sOHN31nQYr2mUTSFSKJHP41DbczYyVqWDszXc9C17NOX2TeG3naw36w8cRHCB4+vDkwz5mgXq41EIhOCL785a/EDTdch8997lO4/fZbceqpp+Guu36O66//Jra2tvGWt/yFc2y5XN4tlUpvAusxfFOpVLoKwIkAzgdz777NdaxZKpVeC1Yw+ju91nJ5ABcAOAbgjUND+SMA1wD4eqlU+ggAE0wESgBeG+6nZqysRZA/QU9a0DVNRaGQgyxLqNWavkUgJ4y9QrQFYyxkAZxKHCxjYRGbeetCluXVKNsUIeJNbW9LV6fT7SWd7A8knahqakzSSTgfTLzr451Zvb29DlmWYbteW2ZcoJuoxHShUMB733sFzj//xdjZOYZPfOJ/o1z+CZ797P+I97//IzjxxF8bOL5cLr8PwIsAHAXw+2BdQT4E4Mnlcnl36Nh/A/AMMHfxKwE8G8DnAJxdLpf/39Cx3wVwDpib+AKwdnbXA3hSuVwebYkSAlLQi3n0aFWYlV6W2X+zoGkp6Hq2l/E7+uSXy2WQTqswTRO1WnPmmL18PgtZludO+pAkCevr8YxfIvqsmhUwzvCOFty16MXxx2+j0WguPalLliUcPryFWq2BWq2x1LEALLM0nVaXUl/Oi/X1AlRVxdGj/seTSilIpzWk0xpUNeVYywzD6NU4HD8v/Jx7e3sDlUoNjYYYZcJkWcbhw5vOHMrnc8jnc06GMAAh5jqnWMwhm83i6NFKKLWAg3DoUCFRi3kiXMNBGGfAcncJabe7gW/WsJplxNGyQvRZldZwQHLErqLIzmZoWZbjKmy3uwJ2/hHreov39c+eocs7ndTrTUiS1HMhs24no/OCdTvx305UPNdwP4GFjWlYBFqWJYwIBABJknv7t3CTLbassBAcddOpagq6zoLG6/XWnP0tw9sUm802slmvckVLglrC+SYJwsgvcf6sbhEryzL29ys9VzGzDGUy7P7j1kLREElYCDSUuWv28aQT9p3XoSgy0mkNmsb+4/PCbS2ctG+ImDXsdrUOl4kBIIx1lzNrX2RiOokQgsE6i7Cf/MbMZtPIZDSYpoV6vTnDE154YxpHq9URQwhSIogvkmIZ80MSPqvXZ1hfL+Lee485HgGeWODuf5vNZiDL8lKtheJderFq5IVds880LTQarYF5MS7phFsL3UknInY64WMqFPSR391777FFD2cqJATDJxFCMBhsIsmyhEIhi1QqhU7HQKPRDEXEhb1BWpblNPpeOCQAfbFKbmBOnD/rtO/LnUXMs0l5/9tDhzZhmtaAVajbNQb6364iIk6HKDUDnxe1WgOyLDsu5HSaiUNAh2majihcxJhmhc//4fug2xVvDvN7loRguKysEOQTiS/ijUY7ZJcPdz2Hc9NXKo3lJY2IuLoLSJxF0Swk1Qo4jCyz0lH1enPgde4taLc7qFbrA9ZCXc9B11lB+L4onCWGLBgi7YsijWWRXTwsy0Kz2XaqS6hqypkb2WwauVzGte9osCwrcNJJmKyvF0Zes20bOzuhdzILBS4E474GicTKCkF3mYharRl6zaj+YhjOQkRPQGKyigtSEj6v389QKOhoNFoT7z+3tZBZhbSeZUidOYZsdsRyNYrYPm1ZS2e3a6DbNQaSTlg1Cg3ZbAbZbGbpyUiHDm14eppEKRXjhSRJAiZtxZuVE4KsS0i/72S73Y2kcGg/GSW8hajRaEXfAYESQXyxam7gJAjeoJ/huOO2fMdKMavQYOFi7i7kMWTMWtjtWQznsxaK+JWI9MwqimjgSSeyLCGd1pxkJF6mZjC8IIoHhlHW1wtQFGUgQxgA9vcrkb7vvMiyBMMQaJIlgJUSgoNdQtq9QqHRvFc/GSW8J+R2uxudEKQ4wJmIuyialSR83nk+w/p6Afv71d55/P8dtxYC/RgylnWqOl2DDMN0MlPjHlso2jQRbzxsQKxETWckGUnTVI+kE2Yt9Kp3G5RUSkYmkx4RgaZpCt/alGIEwycRQtDPnEinVWSzadg2UKs10O2avWDeqFYKPqhwzx960ggJQN8kwSo2C0n4vGF9hkwmDUWpz2W984oh4xYh783fv7VQnH1RtE1aEujaAP06goOv9h8YMCbpBE7SCX9gmOc6b29v9kYjXgu5aTAhuOxRJItECMFp6HoGmqbCMEzU6/0uIWyTiOY9o+q4VqnUPYN7Z4YEoG9WzQ3MifvnDVvIHjq02XMRh3NOHkPmzjjlViG++XNrIU88GSXe31HUsK9fHNUwXLzZi3EPDJqmDiSd8JqWnU53pqST447b8nz92LF4iECAYubDJtFCUJZl5PMZKIqCdruDRmOwVzDTQtEspNH1lQ3pfDHf5BdJ3AXRLCTBCsiJ4nNsb29gZ2e/93/hbUazWwuZq7D/EcXYGMOMiQ4LkURDkDqC/IGB/707S53X/rMsy8lQn5R0ctxxW2PvC5Gu0zhICEZDYoXgYJeQJjqd0SemRWx6YZ5eURTk85lEbdaisqrXOO6fOervLZVSBioORMWgtVByulm4XYUszmz55UcGkWDby0/O4Ig2n+ftLDLY6aQ/H1nCieY0HvCqaXn48Kbn9ejX5gs2pkXSF4JLHkjCSKQQdHcJqdWaE7PGonMNhxsj2I9xtNFstmdLGqFMYN+sohs4SaJ3EZ9jY6MIYHGbkWXZY6yF/fI0xWIemUzaiSELM7FgFkSbRuIJnHAtWuxhwPTsgMNrWtq2PTG2vNlsIZfLxsLKRhbBaEiMELRtQFEk6HoWqZSCTqeLer015W9sSFI03TrCjBFktaf6MY6+NzuKA5yZpAiiWYj7Z06SkPVD31rINv7NzTV0u4YjEPvdLPoWocVtnKIJL7FEQ9TzdLSmJatdqKqq531y3307KBZ1oa7RJLiWjclwY0NihKCqKtD1LCSJ1dvzDqweJMpkkX5nkeBvIMt9YeuOcZTlKeckATgTqyYkgOR85mV+Dl6LVAQajSZarc5QYkHGsfSM630bNiIlZ4g4vVkM5eI6nUgSxopAgLmLbduGbdtIpVIChhoMQhbBaBBnJZsDWZaQz7MFr1ptzlRyIbpkkfn+XlUV5HJM2NbrraH6YmNOTgJwJlbRDcxJymde5udIpzXhapoNJxZwNyFPPHH3vg2jDIkX4lwO8UTDoudLsVjwFIGGweJPNY3FFUqShO3t9V7SSb81Iq+wIQoUIxgNiRCClmWjVmvBNM0Zb7LorAnzZA3zoF/LsjyFLf+InU4Hmqb1f5GQzX1RJEUM+YWsgOEzS9eRKPFa9mzbRqvVRqvFPAmpVMoRhV5lSNrtMKyF4rSYE2SKDLE41/nxx2973iuWZeHYsX0AQKvVgaLIUBQFjUbLiTvNZlkMurtEjQjFzskiGA2JEIIAm7Cz3viLmEuzjMnd/o71qPTuccpfE6BzUuwQSUQsiqRZPkX7HOvrReHbcgHMCmQY/d63/bqFGgoFHYXC/NZCsb4a8UTDolzDxx235bnW2baNI0d2h8bErJSNRhONRhOSxGJPeZZ6Pp8DgFBbIwZlUAgKNdliTWKEYJDEWLfVLoqbcxbRMdz+rtn01+an0+kupJxF3EmaGPJLUoSvyJ8jk9GQSskwjOVtjLPCrIUdp51YKqU47uN5rYWi6K55S7VEQZgtR8cxqVbgfffteI7Jvf/ZNnoPAyzpRFFkRxQOt0Z0l6hZhMAl13A0JEYIBqEvBKOZWH5vDE1LOeVgarWmryrxfGOs11skBH0gqoiIiiQJX5FFIGdra8Nzk10c8y1grAxJc8BayDZ/t7XQcqxB7bb3xr8IoeOXIMWbF0GUImZcrUAAY0MYphlCTNNCs9lCs8mqcLjLF+VyWSchKdwQA294oiQJwXBZcSHIfka1ePlJRunXPDRRq7Um1jwchp869P7DCSEOAiIKkvK54yJm+TiPP357afGCYW6Mk6yFPH5scOPvDmSbirZJizSeKJNFtrfXIcuy5/2/t3cwYUyzuavd5YtkWXJZC70eGsJNOnG7hkVfF+LESgvBMEq8TDv/uHNLEst09lvzcOTMrhiJg4M6NjZC6D+cEOIiIMImSZ87Lgv98Di3tzdi0bN1FoathcMtzgoFOBu/SIhoEYxKCK6t5ZFKpTzvG146KIoxWdZwQpLilC/ySjpptzsz9UUOc6zEeFZaCEY9n8adP5VSoOsZSJLku+ah17nd93tcNs5FsKrXIUmfOy6fZXicqZSCYjGPSqW2oPdfyNs4eLU4c2/8AHoFjFNOwsk8G38YiKQbokgWURTJsdJ6ZQjv7o63BrIxhSeuvB4a+INDPp9DPp+DZVkDdS1nSTrpjzUe60NcSIwQDDKP5ynx4vf8wy5bd6u4Wq05RyzF4E1frTZQLOpzjDberKoQTtLnjstnmTbOXC6Ddrsd6AFvdpZ7vdwbvyzLOHx4E4ZhQlFkFApsPXLXpmu3Owuz6IhoEWTlY8Idz6FD/jOEPUcUYbIkf2ioVutDSSea8+BgGGbvoYFnqkcz1mPHjuKCC16Aiy9+Nc4//yUjv//iFz+Pq676KO6++y4UCkU89am/iYsvfg1yudzIsaVS6VkA/gzAKQCaAD4H4C3lcvmIx7FnAXgrgNPBJuNXAby5XC7f4XHsIwC8DcATAKQBXA/gknK5/L1AH9onKx1Y1o8RjO493OfW9QxyuQxM00Kl0pgroHb4XlhGKr8IRC3mRSdJnzsOn8WvWN3YWJveAShExHCXsTG02x0cPbqHY8f2UKnU0e0ayGTSWF8v4PDhTWxuriGfzy2sM4sQl6ZH2ImJk8rE+EleWmRmNU862d+v4siRHezuHqBWa8C2beh6Fhsbazh8eAsbG0Wno9boeIPVYWw0GrjkkjeiXq97/v7DH/4A/vt//ytYlo3nP/+FeOhDT8bHP/5R/PEf/wG63cEHuq985f8AwOcBHAbwXgBfA/ByANeVSqV197GlUulcAF8HE4wfBPBpAM8BcGOpVDpp6NiHA7gWwFMAfALARwCcBeDaUql05uyf2j+JsQgGI3qLICA5nU8UZbBV3LznHt5oGo2Wk328KsRBPIRNXCxnfojbZ5llrIcPR19sWqxLN1i3j1sLWW06Hls46ibs1y0Mt5OFiMWHw0xMnLVMzJgRAVjONeJFqmu1xkDSCU9M4kknBwf7+Pa3v4sHPvBB2Nxcm3ms9957Dy655I342c9+Ovb3l1/+Ppxyyql497svQyrFZNHll78PH/zg5fjsZz+J5z//hQCYoPyHf/hbALgDwKPL5XIFAEql0pcBvB/MSviG3msygEsBNACcUS6Xf9F7/UoAXwHw9wBe4BrKPwLIAzizXC7f1Dv2vQBuAPBPACITgytuEeQTKro2c5IEFIs6ZFlGvd4MRQRyhheBxbiilo9IC/syiJNwmkRcROA88+3447dDHInYTPoquZuwUqnj6NE9HD26h0ql1rMWaj1r4Ra2ttZDsxaKOLXCcsMGKRMzbjzA8tdUnnRycFDDkSO7OHZsD9VqHaZp4oYbbsAf/uEf4HnPezZe/OIX4R//8R/xgx/c7Ksv8lVXfRQve9mLcPvtt+L007111Gc+80mYpokLL7zIEYEAcOGFF0HXdXzuc59xXvv3f/8SqtUKALyTi0AAKJfLVwAoA3h5qVTipszzAJQAvJ+LwN6xXwUTgs8rlUpbAFAqlU4G8DQAn+EisHfsj8Asg2eUSqXTpn7ggKy0RTBq17CiyJAkCaZpoV733wPZD+NuXMMwPU3qSSBJWbGzEhfR5Ic4fY9hXPdDhzZx9Oj0WK15EOnZyM9YTNNEo2Gi0WgNdbIYtRby2oWzWwvFEDnDzDucQ4c2xpaJ4bX+/CKKEBzGHXt62mln4G/+5u9w44034Fvfuh7//M+XAbgMuq7j9NMfi8c+9vF40pOejM3NrZHzXHXVx3D88cfjjW+8BHfffRe++91vjxxz883fBwA8+tGnD7yeTqfxyEeeihtvvB61Wg35fB433+yE6l3tMeyvA3g1mBv4ZgBPmnDs1QCeDuCJAD7j49hXATgXwE0ev5+bxAhBkZJFpF6rOC7IqtVG6DfauBqF1WojsaVk4iAcoiIpnz1ugjaMsSqKHGEmsUgJEcHGMtjJgiUV9OsWsk4nwOwlSESbZmGIrq2tNSiK4nkfmaaJg4PZ5piI3VeGkSQJj3/8E/C4x52Ft771r3Hrrbfha1+7BjfeeD1uvPF6XHPN1fi3f/ss/vmfPzTyt2984yU444zHQlEU3H33XZ7n/+Uvf4HNzS3PpJATTjgBAHD33T/Hwx/+SPzyl7/kvxpJ9ABwZ+/nw8CE4EN6/3/7lGMx47GhkxghOA9hLhjuVnHdrhFhQPT4Ozdum+0kkvRZZiWJnz0OnyeK684yiftlV8JCpMsZ1lhM00Kj0UKjwaxb/bqFXiVIWDaydyF+saxd816fXC4LVVXHlok5enT2+pWiWgTHIcsyHvjAk/A7v3M//M7vvAjtdhs/+MFNKBSKnsc/7nFnTT1npXKAE064n+fvdD0PAKjVmMA+ONiHpmn44Q9/2PQ4nNfpWev95CbK/ZCPDZ2VF4JhLvrDreJkWYaqpiJpYTepa8nBQR3r6/lw33DBxMl9GBVJ+exxErRRjnVjo4gjR3ZCTYgQkbDXOp5U4LYWcjcyL0HCrYX8WEAskQzML7qKRX2uMjFRjGnRDMdYptNpnHnm4+Y6p2EYUFXN83eaxl7nxdINw4Sqjm3pyhMAeMamOvR6WMeGDgnBkG6AXC6NdJq3imvCsmyk0+y7jaaF3fg+yXG5qScRF+EQNnESTX6J0+eJeqxRZRKLcMsvom7feGuhinyeufa4tZBfE3HWw+CiiycdBS0TM3ZEQtZa9CYq0ZpOp2EY3omWXABms1nn2AlhCeneT16jhlsNvVTmPMeGzkpnDQP++gFPQpIkFAo5pNMaOp0uKpWG88Qf5QLUP7X32KvVRmTvHRXiLNiLJ2n1EOP0XS56rOFmEou3kS/ycnJL4bFj+zh6dBcHBzV0OgY0rR9buLFRRKGQg6aNteQshKDxeMcdN5oEwZlHBALxiBHkRCUEC4Wi4/odpl5nr3MXcaFQQKfTRqlUSnsczl233JW7N/R6WMeGTqKEYNCEkaCbL2snlYOiyGg0WiP9gvtZyeFv7tMynucpVr1okiaCZiVpVsA4fZ5ljfXQoc1QziPSZV72d94vWFzBkSM7Axm0up7D5iYrWLy+XkA2m4GiLHb7C2J9m1QrMAzLcpxcw7xubthDvf/9H4C9vV2026MZ1/fc8yvIsoz73//+zrE9TvI41YN6P8u9nz8bej2sY0MnUUIwKEHWL+aKYObiWq05poZflAJn+rlbLbGawI9j2RvIskiaAI7T51n2WBVFxtpaMrP7RREVvFzXzs6By1rYgaZpWFvL49ChTWxvr6NQ0BdiLZxVdE2qFTjOghX1mJZJ33oZ7lhPPfU0WJaFm2++aeD1druNW275IR70oAcjl9OdY3uc63GqJ4NZ7X7S+/9vTjnWAnCjz2MB1m4uElZeCAZpYO23VVyU95afczeb4RWvDps4LDxREwfB5BeyAs5ONpt23JfzQrfTKG4LnFd7s3q9Adtmpb761sIicrlorYV+viteK9CLTqeDWm22eoHjiJcQjGasT3vaM6AoCq644jInJhBgbefq9Tqe+9zfdl570pOezEXhm0qlkmPWL5VKrwAr73J5uVzmKezfAHAXgFe728mVSqXzwIpHf6pcLh8FgF7f4WsBvKBUKp3hOvYUAC8F8J0o+w1Tsoht+7YIyrKMfD4DRVHQanWmCq0orQ5+z22aJhRFnALTq54NLIoICZu4fCbRrj+3CgZ9aBPps4iaeOClG/rZxQ3Isuy0NtM0FZkMi9c3DMPV/m7+rk1+hczmZnFsrUDDMLC7Wxnzl/OMKbRTRgYfq2eloDl44ANPwote9FJceeWH8IpXXIAnPOEc3HnnHbjuum/iUY/6DTznOX0hWCyu4bWvfR3+/u/f/hAAN5VKpasAnAjgfDD37tv4seVy2SyVSq8FKxj9nV5ruTyACwAcA/DGoaH8EYBrAHy9VCp9BIAJJgIlAK8N91MPQhZBn8kiqppCsZhzWsX5Wbij7lzih0pFrKQRkTauZZCkzx8HKwJn2a7gSaytFULoES7OdyHKtPD7XVuWhWaz3bMW7mJ39wC12qC18LjjtrCxMZ+10M9wNC0FTdPG1go8dmw/0HtPIw73cpT37mte8wf4z//5TQAkfOIT/xt33HE7XvjCl+Dv/u4fnRIynOc97wUA8CIARwH8PlhXkA8BeHK5XB6o41Mul/8NwDPA3MWvBPBsAJ8DcHa5XP5/Q8d+F8A5YG7iCwC8GMwd/KRyuTzaEiVEpKAT4OjRqnAzR1FmF1287MveXnXsMdksq1c1a6s4WZawtpZHs9kOPV4vlVJQKORQqzWnVtlfX88vdQMUzQqzaFb98y+buFz/arWOet2rTu14eIFlEeoTsp7BRezuHoRiQZuXtbU8Mpn0XJm1w9ZC7q41DNMpEO73s2azaaytFbCzsz92zT7++O2xIjBorcBJFAo6dD0bSUmjsOnPryrMJedCHjpUEH9BmYFEuYaZdW/2vxmHJEnQ9QxUNYVu10C93pzpaXcRD1l+Pm+lUsfa2uILTK+6G5iTpM8fF1HFidN4CwUdkiShVpvdii+GQUe0eDNp7rFwayH3AKlqyulyoutZ6HoWtm0PdDkxx6qUydeHl4kJs2D0NIYLNIvMoGs9Hvd0XEiUEAyC22XkviEURUY+n4Usy4EteouIEfRzQ0jSciIA4rIBR0GcBIhf4vSZ4voQks/nIEkSqlV/tWNF+ngijQWIZjzdroFu10Ct1oAsS64uJ8xqCPSthSwOsTMSIuSlu8aViZm3YPQ0ouh6FRVRlY8hSAi6xFp/gmmailwuDdsGarUGut357NBRLEh+4w/5Z7Es27mRoiROYiFKknQN4iaq4j4HdT0LSZJQqfgpERLfzxk9UqSiwbLsMdZC1dNa2I8tHBzUskQgEFXXq2iIU2JL3CAhOFD02XZiBg3DRL3enDvuJjoz9nRr4/BnidI9HDexEAVxFyBexO0zxW2848jlMpAkCQcH42OX3Yjh3hPLNcymweLG0rcWMusV74fsthYCzOrbajGL4aFDG443anjeRi0Cgfi6hpNwj4vEygtBvlDIsoxcLoNUSkG73XV6Wc599gBxi37POw5JkpDPZ5FKKeh0uk7Hk06nG3rhVBKAgA0bEpJ5DeLymZI4D7PZNGRZwt5eeOVCokTES78sjWNZNlqtNlqtvrWQF67OZNLIZjPOnPUSNotK3oibEIzLWONGosrHBGsxx37ysgDuhuYhjWqhdQQVRR7b9m64BV4YJGnjDQIXgUkibottki0E6bSGzU2v9qMMET+2KNNHJOHArYUAcOTILlqt1lgRWK1WFzaf2RgW8lZz0/8+BZz0MWflLYKq2i+2XK02J2R8BWORC9FgbGPTs+OJZVljK9b7Jckbr18cK2ACF6W4fbdxG++saJqKra117OzsL3soExGtoLRo04KPR5JsZDIZz3XUtm0UCgXk8za6XcMpURNV73hJwtLLDvlFJGGfNFZaCOp6xnGVtlqt0EUg4L9gdbBz9xeSbDaNTGZ6bOPBQR0bG8F6nCbR/RaEpFoB4/S9xm2886KqKWxvr3sUFBbvGoizV4slHLiQOXx42/l/N4ZhYGfnwFW3UEOhoKNQ0GGa5kCXk7A+FxtTyK06IoKEYHSspBBkreKyUBQZ7XYX6bSKqBZU2442W1eSgHw+C1VNDcQDThtTkE10lTZeL5JqBYybqIrbeMMilUphe3sDx47tDbxOm6M34pVGGT9nTdN0RH6r1XHKlaVSilO3MJtNI5djlsTwrIXxEFd8H43DWOPIyglBVU1B11k7p1qNuYKjFIJAtBZBVWVfYaPRRrvtr9ZhtdpAsaj7fo9V3HS9SKoAjNv3G7fxhkkqpeDQoU0cPcoKDIt0KURzDTORI4a1S5ZlZLNpz99ZloWjR/c8f2cYJgyjiXq9CUmSkE6rTjZy31po9SyFrKD1LGIpbjGClkX7URQkSghOm9DcfepuFccnVVRzK6rgVk1LOWMfFw84Dj8t8uIqEsImiW5gIH4CP27jjRJFkXHccVsLKS8SBFGEhSgWwY2NAtJpbxE4S9cQ27ZntBZ2YRiT24+yayTARfJBnNzYcSNRQnAc7lZxnY6BRqPfKi7qZvRRlI/hgta2bZimFcg10Gi0Jja6p02XkTQRGEeBTyJwFEmScPzx22i12kKIHUC8NUOEYsmHD2+OTc6bt2D0sLVQ01SnbiGzFrKHfmYp9LYWxinuLk5jjRuJF4K8VZwkSRNbxUW3hoW3iQ0K2u5c2b/tdndECNKGyyAroFjEccyLIpNJ9zZHC7YthsAXabNe5lCOP37bNY7Bey/sriG2bTsxg8CgtdBdt5BbCzudrmNAEOn7mkSc3NhxI9FC0E85FSDaDTKsieslaFkv5ODjNgwTqZQSSytRlCRRBALxElRxFa1RMM2rIEkSjjvuEI4ePQbbtmDbgG1Lzu8WhWhf17IsgrlcGsVivzLDMrqGTLMWAiw2EWCiMQ7WtjiMMa4kVgjmchmk06qvVnFRFql0u56DTmJNS/XiP7wEbfBxV6sNbGwUaMMFWQFFIo5jjgq/oSWSJOHw4UPY399Hp9N1XmebvRRpGSvXKCI+/+wsWjccOrQBRenXpl1m1xD3GIathZqmIZPRoGkyMhnWirTbNZy+yLz4tSi428sR4ZM4Iehur+a3VVxUbeAGxxVsUeonuJio1QYFLVtk5huXaVquZuirR1JLwnDiKKjiOOYoCLIura+vo9Pp4uCgAsCGovQfQG3b7v0XnbVQpI160RbB447bGnH/Dl9jv5UdooRbCzudDra3N9BoNAGwLjb5fA75fA6WZbnqFnaWXnSae76WPY6kkighqCgSikUdksTaqbmfjCcRrWuYT9zZFqXheMBx9QHnHXelErzAdBJIogCMo0UtjmOOmqCXQ9NUHDq01SsxYzuCyP0wykVhmNZCEb++RehSWZZw+PDWyOvD19Q0LaFi3Pj4ul0DzWYbQB2KojgFrTMZzSl5465buAxrYd8iuPC3XgkSJQRNsx8M66dEipvoysfMfn5FkaHrrOD1pASXsJ6+w2g7FyeS6gYG4imo4jjmOHDo0CYODqrodo3eWtG/zpLUtxLyn/NbC8WJ4VqUK3Fjo4h0Wpt6XLfb7bmMxbg+gLe4Mk0TjYaJRqMFSWIPFbxu4bC1kGcjL8JKx6ejKPMraSRKCALMEjjrGsY2omiE0KzlaXg8IADUag10u+NLw4T1JD9P27k4kkQRGOeEnziOOQqiCFFZWyug2zVwcFAFj+Fzb6aTrIWzikKRvsaoxzKcEDIJ0zSxs3OA447bEkrITBNXto2ee7iLanW51kKKEYyWxAnBIIQRazcNP+efFA847dzz3h9Jt8qQFVAs4jjmKIkyTpn1Ke63pmPXfTCWza+1cNp3Js4+HY1wYEk5m2Ovw/C8dncNEa/8yWzXyG0tBODKRB60FvKEk3a762Qmzz1SEoKRQkIQ4VnWvM/tjhH0Zrjgdb3eDHDu+W6Qg4Ma1teTaxVMqggE4mdRIxE4yCKS1QA4iQHDCXRuYTjdWjipPM3yCzhzoriek4pDA961Aoe7hogkZOYVV51OF50OtxbKjijktQsBDNQt9BuzP2msIs2xJJE4IRhsUY0+WWTc6f3GA3qfG86557cIJm+DJiugWMTZfR0li7gcfF3M5bLI5bKo1RpotdoeY5lkLbRHxAOzFC5OzPonPAvS1ta609N9HNMKRovXhzlcK5tpWmg0Wh7WQhX5fA4A5rIWkkUwWhInBIOwiLnltfmpagq6zuMBmwHiK8KzCAIsVnB9PT/3eZZN0kvCAGQFJPzjJdK4K69SqU201IxaC90xz9xa2H/Y7WcjL3eOhvHWup5BoTB9PfTTNaQfjzf/uMIiyjH1rYVwrIWapvXqF/athSzhZLq1kJePCaPm7z//83vxoQ+93/N35533NPzX//o/nP//4hc/j6uu+ijuvvsuFApFPPWpv4mLL34NgFHvWalUehaAPwNwCoAmgM8BeEu5XD7icexZAN4K4HSwm+qrAN5cLpfvmOvDBYSEIMIp+jzt3MOTtx8PaPXiAWePpQiSkTz5fHbsN2yyAopHXMcdFYu2nk16r2KRCZ39/SoMY/KD6CRroaaloKoqul0DihJNeZrZCG5BkmUJhw6NjwMceaeh47y7hohn0VqUlXKStVDXc9B1Vh+Qi0KWiTy4H4ZZPua2234GTdNwwQX/aeR3D37wQ5x/f/jDH8Cll74HD3nIyXj+81+IO+64DR//+Edxyy0/wo9+9AOtXC477rtSqfRiAB8FcAeA9wJ4AICXAzi3VCqdUS6X913HngvgywD2AHwQwBqAlwB4Su/YO+f/lLNBQhDDT7RhnxvOuflPXc868YCNRjPwe0bx5F2p1LG2Fj+rIFkBxYNcwaOI50Jl8Pjgvb0D36W3uDBk7j8dlmWhVqtBkuSIytP4J6i1a7go9KyM6xoiYh28Zblbh62FrDyNOmAtNAwD7XYX99xzDzQtg3w+6xrrfHPn9ttvw0knPQgXX/zqscfce+89uPzy9+GUU07Fu999GVIpJpUuv/x9+OAHLweAVwF4NwCUSqU8gPeAicBHl8vlSu/1LwN4P5iV8A2912QAlwJoADijXC7/ovf6lQC+AuDvAbxgrg8YgNUpHjeBvliLYnHqizVFkVEo6FDVFJrNNur14CIwKuJauT2pAlAkC8IskBXQG9EvycbGGra21n33MM9k0sjndZimhYODKiwLvVJcMgCpJwolyDL7T1EAWbYBWANu5LCZ1dq1vb2O44/fjkQEsvHwf4lzP4sgTk3TQrPZwv5+FUeO7GB39wD1egO2DXS7bTzrWb+F5z73mfjjP/5jXHnllfjlL3851/vV6zXce+89eMhDTp543Gc+80mYpokLL7zIEYEAcOGFF0HXdQB4pevwFwPYAPBOLgIBoFwuXwGgDODlpVKJ9x08D0AJwPu5COwd+1UwIfi8Uqk0Wp08YhJnEQw2qaOLaeHjkWUZhQILmg0WD+h17mjGXanUUSzqoZ4zCpLsBgbiLabiOm6CfXebm+uwbRu7uwdjxVo2m4GuZ9HtGqhUah4Zx4OxhdEWs/Zm0n6g6xnk83oo71et1ib+XsRkBxGLNPezixuQZRn/7b/9d3zta1/DDTd8C9/4xtcBAPe//wPw+Mefjcc//gk47bTHIJ1O+z7/bbfdBgB4yEMeOvG4m2/+PgDg0Y8+feD1dDqNRz7yVNx44/W/USqV1srl8gGAJ/V+fbXHqb4O4NVgcYM3Tzn2agBPB/BEAJ+Z+mFCJHFCMAhR3we2bUPTUnPFA04i7D03LlbBpIrAuLpU4yxco2KRruCw30uSJGxtrcOyLOzvVwfWLV3PIpvN9Fx8tYlr6GzlacIRheMsgpqWwsbG2lzzdHiet9udsS1AR/828NuGThQx8WFiWRbOOefJOOecJyOXS+PHP74FX/rSV3HDDdfhX/7lY/iXf/kYtrcP4X//708hk8n4Ouftt98KANjf38frX/9a/PSnPwEAnHHGmXjVq16LBzzgJADAL3/5C2xubiGXy42c44QTTuD/fBiAbwPggYVeiR53uo692XXs7VOOXSgkBBGdZY3HA0qSBMuyUK3WQ10I/NQonO+84kFWQDGJ67ijJM4i0I0sy9jcXOu9D2vjqWkq2u0OqtX6TOeKspi1FzxR5dChjVDaaA7Pc8MwsLdXmfAXDDEtgmILQTeapuHMM8/Egx/8CLz2tX+II0fuww03XI9K5WAmiyAXgh/72IfxxCc+Cc997vNw22234etf/xq+850b8a53XYqTTy6hUjnACSfcz/Mcuu7E0K/1fm4BaJfLZa8CwAcexwLAvo9jFwYJQUyv9RcEWZaRz7P6gLZtR9JwPOys4TiQVBEYVysgJ67jjgqRMoPDfR8JmqYCANJpDZIkoVKZ7Baddr5will7nReOgA2DYRFomiaOHdv39bci1hGEQL2hpyHLg2M9fPg4POc5zwtwHgXHH38CLrnkL/GYx5zhvP7lL38Rf/3Xf47/8T/+GldccSUMw4CqeveQ1jTndW6GVAGMFuVktD2Odb8+6diFQULQRVib2XB9QN6TMXyijG1cfi0wDlkBxSSu414Eq3JZNE3F9vYGAObKq1SqMIxgoS9+ilm7xcBgMWv2d+vrRWQy3hv4PExqHecHUesIijSecfBrH8ZY/+RP3gzgzSOvP/3pv4XPfvZTuOmm7+Guu+5EOp2GYXjXNux0nKox3BzeBDBu0qU9jsWY44ePXRiJE4JBJkuYLlbejNsdD5jJaJEmooRNNpvuubOj78E8CcdKlmARCIghtmeFRGByCWrNlGUZ6+t9F3K93kS73QlsdRqXcKKqKnK5DFRVXdgcnNY6zscZnL8VhTi5hvv7UXTf98MeVsJNN30Pv/rVr1AoFFGreVu663Xnde7K3QOQKZVK6XK5PGzpW/M4lr9+35RjF0bihGAQwnCxuusDdrvGSGmYKOZv2FY792ewbRuGYaDbNaDr2VDOP/t4kis04i6k4jz2KBC1PuCshPU5JElyupdMfj/bCZ0xjC46HROGYSCVUpDNsv7rIs01r64hfhDTIhgvIWjb8yVZGoaBW28tw7JsPPKRp4z8vt1mGk7TNNz//g/ATTd9D+12C+n0oKf2nnt+BQAWgFt7L/0MwNkATgIrF+PmQb2fZdex/PWfTTl2YVAdQcwvqFhpGFYfsNVqo1YbFIFhFMGMGvdnaDbbjlDpdOYvczMLcVmY5kWkzc0vq/LdzMqik0KiZNHTktUYlKGqKWSzWayt5bG1tY61tQI0bXEWPz8EFYGAmDGC8ROC843Vsiz83u9djDe84Q9hmubA72zbxo9+9AMoioKTTy7h1FNPg2VZuPnmmwaOa7fbuOWWHwLALeVyudp7+Zu9n+d6vO2TwSx8P/F5rAXgxpk+WAiQEOzBhM/sf6eqKRSLOciyhFqtiWazM3JM0HP7IQzLkqoqA5+h1eoMbDi8NdAiEGnhD5u4LLpexN2CGRVJyQwmphNUBAKiZg0vewT+CUMIapqGs88+B9VqBR/5yAcHfvexj30Et99+G572tGegUCjgaU97BhRFwRVXXOaOCcSHP/wB1Ot1ALjM9eefBlAF8KZSqbTJXyyVSq8AKwVzeblc5ubMbwC4C8CrS6XSSa5jzwPwNACfKpfLR+f6oAGQgl7co0er4szoIVIBHN7r6/meS9e/6HHHA9brzbGtmXSduTj294Nn140jyLjdZDIaMhkNlmUPfAZe/LpabQAANjZGm2yHBYkMcaHvRgxIBC6W4Xk/qWuIH3Q9i0JBx5Eju6HXkQ3K4cOb6HS62N+vTj94idi2jRNOOIR6vYVGwzuBwy/33PMrvOY1F2FnZwdnnPFYPPShD0O5/BN8//vfxUknPRjvec9lWFtbBwC8973vwpVXfggnnfQgPOEJ5+DOO+/Addd9E4961G/ghz+8OeOOByyVSq8B6zF8N4CrAJwI4HwAtwE4q1wu77qOfRZYweh9AFcCyAO4AEAFwOPK5fL/m+tDBiCRQlBRZl8019Z0GAYTdH7Q9Sw0zTsecJhcLo10WsPeXvg33KzjdqPrGWia6ghJ91wYFoLZbDqSbLykE2chFeexE0RQhud9tVpFvT6uOog/eLzkffftCGMVPO64LbRabRwchG+gCBNJAo47brvncZs/VOno0SO4/PL34VvfuhYHBwfY3j6EJz/5PLz85a9EPu/UCIRt2/jkJ/8Fn/rUJ/CrX7EC0+ee+xRcdNGr8KAHnTCyMJZKpRcCeBOARwDYBfAlAH9aLpfv8Tj2NwH8JYDHAKgBuAbAJeVy+dbhYxcBCcEexSJvmj5ZULH6gBkoioJWq4Nmc/oCwUVUFELQ77jdsEDuLFIpBe12B43G6GfI57OQZRmVSj+TPUyr4CqIjFX4jKsGfafJZvj77XQ62Nk5mPs7LxR06HoW9913TJiEkeOP30aj0RxY40VEliUcPryFarWBVsuc/gcL4NChQqIWAcoa7uFngVdVxcmgnaVfsDsZJfynwdniDxWFFbqWJAmNRgvttn9Te6fTdYrJBiXuhZP9EOfPSEJnPHRtko1X15D9/QMoymzFrCe/RyhDnRsRs5jH0Y+vXPJAEgwJQReT7m2/8YDTzh9NdxF/i5KmpZDLZWDbTMgaxvinK68El3q9NbcQTPpGGmexEOexL4JFXZso4wEp1nA8wwWj9/YOIEkyvIpZszg/aaCY9bRzi+ISBsRMXhlHX7SKP9a4QkKwB9sEvZOoJ8XS+T03g1XIDxPbtiHL0xci7p42TbNX6Hr6OLwWuE7HgKbNNm1WQWDE2QrIifPYk0JcRGCSBaVt29jdPXD2g+F+yIANRekLO3c/ZMD7PhKvi0echGB8xhpXEikEgyxSXmJFlqVev2D/8YDjxgNEuXCOP7G7SHSn0/WdXTzunqvXm9C02WIFky4w4ix04zz2qFn0tSERuHxs28bOzv7Aa9Nb37n7IdtO3Vi3tZAfKwpxEle0PkVPIoVgEIYXt1RKQT7P4gHr9eachZWj7Qk87rQssSULRZHRbLbRao3WOJxw5rHjNQwTqZTiY1yrcQPH9XOu0nc0K8u4NlG+HYnA6XiJQC/Gtb5jv7Ndr7uFoViiK04xgtzjJdL1SxokBHu4F35eW8+2bdRqweIBB88dxgjH47VhuYXsLIktnEljrlYbYzOIk+Ai9UMSRFTcxx8VSfhuoyLJl8WPCBxmVBS6X+9bCxVF7q2p1twJJ2EQR4tgDIYaW0gIDjFvPKAXYfcE9jq3m3RaRTabnkvITst0Nk0LiiKP/M2qbKBx/Zyr9B0Fha5P8hm+D44d25v7nONcyIVCHqqqotls9QThaGzh4q3PcRSC4rdqjSvUYm4ITVPRanV6/YLDvUmiuNeHs9ZyuQxyuQxM00Kl0pjbmjkOd+2pKIWuSMRh0ZwEiUBxiPlUijXD98He3vwi0AtJklAo5JHNZno96OsAJEiSDNZjmf3H6t5aYNZCeyHrjIi9j8fRT9pZ8kASTCItgrNOmFRKQTrNyqLMWlvP33jcWcPRIMsSdJ0Xie7O3R/YneAy7nqapglFUVZGXMT1c66Kuz4oSUoKISYz/F23222YEdUozudzyGTSPRHYGKhKMZpwMmihY4Jw9EE/LOIUIzhYPoZunChYeYtgJqMhn886N8Sk2npBiTJrmC8chUIOiiKj0WjNLQJ7Z+79HD/oSqURwvuIDVkBkw2JwNViuGA0b6EZNoWCPiACvcbBLIMy2DbM3MqD1kJEZi2Mp2t4yQNJMCstBHU9g2w2DcMw0Wwy8RRlHF8U55Zl2Tl3rdYMzZrpV7xGIZxFIu4iKu7jj5qkZAbTJjk7kiQ5pbXCpFDQkU5raDa9RaDXOLgodAvDviiUHReyLNsALADzicK4CcE4jDPOJNI1PA2v+oBhLwaDcCEY7lmz2bTj0p7WKWR2/InXSRnEcSXuVrS4j5+YDbIyzoZlWWi12tA0FdlsBtlsBrZto9PpotPpotvt+iq470WxqEPTNDSbLdTr/vu/uwlSnmbWTOQ4CUFZlsgtHDErJwRTKdYvWJJYy7ROh1nQos3s5f8K79z5PHuS5TX9wr6hZzldu911BGkSiLOIIhE4mSRen4R9nEjhXUMAFg8uyxJUVYWmsf/SaQ0AcxtzYej3AbtYzEPT1F54TjAROEyQYtZ+RGGc3K1kEYyelRKC6bSGbJbVB6xWB8uq9IVgNO89qfDzLAxaM9swTQupVDaCzc3/9Wg0WrEXgkkRCEn4DFFB8YCrjVfBaMuy0W530G6zYvuqmnJEYS6XRS6XhWVZLmuh4SlK+iKwGVKMtjdhWwvjILAkSQpsoSX8kUgh6DW3eX1AwzA9S8P0Y+KiW7nnPfegNZN1O4nKpT2rFbPRaCGXy0QylqiJuwiM+/gXAYnA1WP4O/dTMLrbNXo1ZJtQFBmapkJVmaUwk2G1Wd3WQsuyUCyyOoH1etOJNV8EfotZ8997iULRhWD/OxR7nHEnkULQzWBZlQ4ajXH9gqOthTdvjIO7SLTbmhmVS3vWTOd2uxs7IZiEsiokAv1BInC1CKNgtGlaaDbbaDbbkCQMuJB1XYWu99+n1WovVAQOM9mFPGotlOW+OBR9/ZAkCaYp/jjjTKKF4Lh4QC+ifjCaZ3PI5TJIp8dbM4EoNp7Zax9Wqw0UCrmwBxIJcVgAJ5EEEZtU4vKVJFWwRtE1xLbhWAEBIJVK9Up2sZ7rmUwa6bSGbnfQWrgsJlkLZVmCprEQKUUBbNvq1SycLeFkUbAYweVdy1UgsUJwnAVtHNF3x5hdeEgSiwecVCQ6qmLVQWofxqGUTBIEVNxF7CKgazSZpIpAYHANr9frE44Mfn4ep12r1dFudx1LIbcaAmw95FnIs/Z6D3u8fH+QZQlrawXIsoxKpeashW6xGHUx61mRJBm2vbzrtwokUgiqqoJcLjPRguZFWAkd3uee7XhFkZHPsySQSd1OoitWHUxgHhzUsLaWD3swoZAUcZCEzxAlSfmeOVGItgRdnrF0u100m51QzylJTEgpioxqte4kmQwnnHBByMJlMrAsa8BauIzYPLcIrFbrPXEqY9BIwWMLuSt5+dbCfvkYIioSKQS7XSYAgzyFRRkjyIs/T0NVU9D1DGzbT31AcSyCAMvCE3UjFnFMfhH1mopIkuIBk2y5ixLTNHFwUAv1nG4hVas1HOE3DE84aTSakGXZsRby8jQs4aRvLVyEJ2VYBHIX9/TyNJJLFPIi1tLCrIX8LUgHRksihSAAdDrGzAtolEUr/S7omYyGbDYN07RQqzWmps1HbREMct6DgzrW18WwCiZBQCXhMyQREoFiYlkW9vYqoZ5TlmWsreVHhJSfsbRabbRaLEnR7T7W9SyA4fI03dBFzzgR6MUiilnPQlyym+NOYoVgEKJdeKdv5rqehaalnPIFfuZ+1FnDwYSxDcuyIcvL38WSIKCS8BmiZBlCeREijb722XEXjA6LoCLQCy746nVAUZQBSyEvT8NdyN1ud2ps+/Sx+xeBw4yKwr6VcJ5i1rNAQnAxkBB0EeWGMmkee7W8E4VZLwePL9nbO8DW1nokY5pGEixoSfgMi2BZ14m+GjFwf/9eBaPnRVFkFIsFyLKESqUWatKHaZpoNlmfe0mSoGmpgRI1/Bh3MetZmEcEDtO/xxZrLYxTB5Q4Q0JwgCiFoPe5vYpEh3XueZnVVc5EoOXECZqm6ZRXWCRxF1AkAv1D12l1WYQIXFsrQJLCF4HD2LaNdrvrJAWmUn1rYZB+yGFaMb0Io5i1//chi2DUJFYIBnHd2DYid2e6b5BZS9xMO2/YzHYN7Z4AtJzPt7dXwfb2RvgD83r3BIinJJS2IYhFEKRryCwoioK1tTwkScLBQQ2GsdjyJYZhwjDMQP2QoxaBw8xazNotDKetdSQEF0NihWAQok0WcWf32sjlWAHSWUvcTD532Pi9HlwA2iMm/E6nA03TohjcAHEXT0kQsosgqfGAxGyEXTDaTSqloFjMA5BwcFBden3UWfohG4aJbDa9MBHoxWzWwsnlaUSIM18FSAi6iHLB77f2kZDNZqCqqbFFomc/dzRCaNr14PGA40QgAFQqdWxvRyMEkySekvI5oiSJIpBE5nzs7UUhAgsAbFQqyxeBXkzuhyz1wnIsKIoMRZHnTjiZh1nK0wDodWPpl6chi+BiICHoYhEbTb9IdHtsHarZiaoQ9vjzchFoWdbUm7TRaEXShzju4ilJQjZqSAQSw7RaLZgh6rRUKtWzBNo4OKjBDPPkEcH7IbfbXccd3O0avdjzHHSdHcPjCpdhIXQzqTwNYENRBusWDgpBulmigoSgB27TdVhwE7ckSajXm+h2w1tk2FijsQh6nXc4KWQajUYzNCGYFPEUh88h0hiTlhlMInB+FCWFXC4zEiMXBFVlItC2bRwcVJdqRZsVd0xgpVJHt9tPOOGxhdls2olHF7EfMuBlLWR1ddnvLLAuKHTTREFihWAQITccxxcWmQyrEQUw61iYIpAR3YY9etrRpBA/VKt1FAp6CONJxkIQh88RhzHGlTAv7aqJSl5SxStGjv83C1wEWhZzB8dXBA5mNvOEk355GnH7IQOj1sJcLoN0Oo1u14Bp0noUJYkVgkFwF2cOKyZB1zPQNBWGYSKVUiKphxRdjKANSXK3xZscDziJdrsTWAiKZJmah6R8jkVA18ofqyYC3V1D3DFymqZ5FmWeZvXSNBWFgg7LYpbAZVrIZmWSCByGlacRvx9yb7TI5TLQ9Rw6nS729xtg1kAiKkgIuuDzPoyFVZYl6HoWqRQrEt3tGigUchGVeYkqRpBdCz9JIX7Y369ifb0QYAzx3+niIGxEGWMS4wGjIo5jnoXhOLHhriE8Rq7ZbA9ZvVIjVi/mQu6Lpb4ItHBwUIuhCAxe6FrEfsgMG5lMGrqeQ7fbxcFBc8gYQUQBCcEBwmnXxgJ1M714wBY6nS4UhU/mqFy40RWU9psUMo1ZanGJIkrmJS61AUW63iQCCWD2gtHDVq9Uyl1mJYNcLtNzIRuwLAvZbLonAqtTe7qLxLwicBgR+iEzmAjM53V0uwYODpqgmMDFQELQRRiTmy067iLR5sC5oyr8HBU8YLfd7oTyVLi7u4/NzfWJx4gkSuYhTp8jLuOMghX+6MISRtcQwzBgGKNWr3RadcJ/LMtGOq2h05m/r+8iCFsEerHofsgMG+m0WwQ2nNqCRPQkVgjOkywSdFPMZtPIZMYViQ7H2uhFNILDRqvVgSzLTosj/lTYbncCL0A809hrvHGxnvklKZ8jauIkmGeBLI3BCbtrCLd62bYNVU3BNE10u0bP6sXLrATv67sIFiECh4m6HzKDifF8PgfDIBG4DBIrBIPQF4Kz/Z0kSdB1ViSaPUmNFoleRNxteGVvWDxgt2tif5+JwXR68KnQsmynLtWsgcW7uwfY2loffMeEiIG4fA5RxinKOMKGRGAwhudDmF1DmNuRi42as2ZN6+u73MQJxjJE4DBh90PunRWapiGf12GaFvb3myQClwAJQRd9963/iSjLMvL5LBRFRrPZRqvlXSR6XmvjJMIqezMuKcSyvAOy3YHF/WyzztSbn78Pd88kxQoYJ1EjyjiTGA9IIjA47vlQqVRCOy8Xgd2ugUqlNiDs/PT1ZckVo319F4EIItCLefohM2wnYYeJwMZCDCbEKCQEB5hNrKlqCrrOCiXXak1fN2iUMYLzWAT9dgoZDsh2i0LmKsgNiMLh+BFF4X08+fvGf8dMkphNMosSaDQN5qfdbqPTCUdwZbMZ6Hq2JwKrE9fIWfr6BqlZOCuiisBh/F63L3zhi2i1Wjj99NOxtbWFQiEP07R67uAlf4gVhoSgi1kmYiajIZtNwzQt1GpNX6UHomuTM59FcNZOIW7ci6H75tf1LHQ968SPtNtdyLKEQkGHbduoVGqOSyHOxMUKKMo4lzUOstLFB8MwUK02QjkXyxbOotvt9iyBs/29V1/foDULZyUuItALr+uWSqXwnve8G3fccQdkWcajH/1oPOlJT8JjHvM4nHTSQ4RYn1YVKWjsw9GjVeH1u6LMvvhvbBTQanXQbLbHHsOLRLOJ3vItntbWdBiG6RlDOA9MeGVQqdQDZHDZLndweGNSFMWJK0yl+s8blmWh0Wg6LvTt7Y3w3pTwZNVFICE27nlhmqZTMHpeuAjsdJgIDJPhmoWyzMqDjatZOCtxFoGTaDTquOmm7+H666/HN75xDXZ2jgEAjjvueJx11tk499yn4MwzH7/kUU7n0KFCohYyEoJDrK/n0el00WiMCkFJkpDP94tETxKLXhSLrHhprdacbVBT0LQUdD2LarUxY/zK/EWi/VAo5JBOs5pd3IXKg4q7XQP5fC66N48AEjSzQ9fMP6tkvXTPC8uyRgpGB0XXs8hmM5GIQC/cNQtTKQUAnJqF3W4HnY7h22CQVBEIsASTtbUCLMvG7m4VP/3pT3Hddd/E9dd/Ez/5yY8BAFde+Qk88IEnLXegUyAh2CPJQpBb+gbPpSCfZ0WiG412oNiQYjEH20Zobg+OqqaQz88qBKMXgZLEXMGapqLVaqNWa4wkm7gTRuJAXMYal3ESg6yqCAxaK9ALLgLb7Q6q1Xoo55wFd81CVU05a5w7cWKc50ZRZBSLyRaBtm1jf78Oc2ir2t3dwS9+cTdOOeVUx8IqKkkTghQjOIRXHJ+7SHSt1gycNRaV4JolI9lvUsi8yLKMYjGPVEpBvd5Es9lyxuqVbJLJpCMbS5jEQVyJIgKTHA8YxXuEcc64CMmoRGA+n0Mmk16aCAQGO3VIEgayaXVdHVuzMNkikH22cSIQADY3t7C5ubX4wREkBIcZXkjdRaLr9eZcrYhs2470SWfaBjBPUsgspFIpFIs6JIktaJOsp+46XaImjogirPwiwlhJBM7OqohAAJGKQO59EAHbHkyoG1d7r9s1kEopzpqZJBHIBS4wXgQSy4WE4BD9UiDMxTCpSHQQoikf484aHv++ixCBvEK8bds4OKj6tp7W601hhaAIwipOLFM4x1UEhoGo45pEWCKwUNCRTmtCiUAvvGrvpdOa40IG4GQ5L6NmYdgoCot3BICDAxKBopJoIRhs0bad2LZpRaJnH0805WPcdQTHHNETgOFmBg/Ds/QMw0SlUpu5lMLe3gE2NtYiGt1sxMkKKNpYRRpL2CT4oy2csLqGcBHYbLZRr4srAoexLBY3qOtZAEC93nDiC5dRszBsFEXqiUAJBwd1zJFETURMooVgMCTHfeu3SLRforMmTLIILiozWHeat1ers9frAgDTtGBZ1tIDhUUTVtMQYaxxu2bEcmk2W1DV1Nzra7GoQ9M0NJst1OvhVmOIGm4tG3YHL6NmYdgwEViEJEnY36/DMITPLV1pSAi6SKc1KAoTIdVqI0BNvmlEs1l6WQTd7eLmiWuchiRJKBbzUNVUKIvx7u7B0msLkqCZjSTHAxLh0+0aofT0LRbz0DQVjUYLjUYyRCDHNL3bevKi/UB4NQvDRpYlFItMBDJLIIlA0SEh2IMXiea17sIXgdFlDQ+3xltUZjBvFyfLEmq1Blqt2eoqjqPRaCGXW2y8YJwsWiKNlUQgMQ33HDEMAwcHVc/etKzEiukqsTI+oKwvAptoNMIt0B81bhF4cFCbKuKGKy24axaycJxM4JqFYSPLklMD8eCggW6XRGAcWHkh6C4S3W53YNusfVwUuMu8hHmjuk+1qKQQVWXNwgGEnuXWaDQXLgRFEVbTEEkEAsu5biQC48Nw15D9/SqAcb1pNc/2lO4SK5KEngdCHShLFRdmFYFeGIYBwzDQaDQHaham0yoyGS6op9csDBtZRk8EyqhUGuh2TUTTUpUIm0QLwWk6SFFk5PPZXpHoFtrtLrJZVs+OCapoxhPNuW1IEnpWwGiTQjKZNHSdBTJXKrVIFprd3QNsbkabOCKaqPJD3MYbBaucGRwnhruGTGod1+9NyzwN3iVWupBlpVebtDFzZ6dlE4YIHCZozcKwYQK96IjATodEYJxItBCchKalkMtlYNsYKBI9WIolbDXlduGGr9RUNYVsNh3pDa/rOWSzaXS7Rq+JezSK07KiTRyJkwgUaawijSUKSASGh7tW4Cyt40zTRLNpotkcLrHS70SkaRoAaaoLWRSiEIHD+K1ZGDQmcxySBKytFaEoJALjykoKQV4k2jRN1GqDRaKjct+6zx0mPB6wXm8ik9GcGz7ssgOSBBQKLC5nUVX7o0wciYuYEUl4iTSWqBCxW0icmbdgtGUx4ZLNpiFJUs8VLE11IYvEIkSgF141C90xmQC3xAavWchEYAGKIqNabZIIjCkrJQT9FImeXpMvOP1zh3Nyd1IIdw/IsuTE2rjLDszzFOhuF7fo4Ox6venU2ZqXOAoZkcZL8YCzEeexh0EYXUMkSXIJjboTUzjJhRy2xWse+gWVpZkK7IeNd0wmTzgJVrOQuYMLSKVSqFQaaLcNkAiMJysjBGVZQj6f81Ek2n/f3tnh557/TOOSQizLdsWM9MsOuDPz+rWoOlNLy6RSLDNYkqSBhXhRNJutUIRgnERgnMYaJXEWUnEee1jMKwJZGRImAmu1xsja43Yhe611AAbq7i3ahewWgZXK8kSgF/2YzGA1C7kIVNUUqlUSgXEn0UKQ66NUSoGuZyFJ04tER/kA2T/3vDeMv04hw2UH3Aslq0WV693sHc/ssnRaRT6v99rFLc6lMcw8iSP9loHxWKREEoHLHosglyEQcR57GMzbNUSWZayt5SHLzBI4zUI1vNZ5ZyFbzloXtQtZURSsreUhoggcxk/Nwjvu+H/4t3/7Ak455VF4xCN+HZubG44IbLVIBMadRAtBgImZbJY94VSrzakZru4YwbAJ59zBO4W4Tf5914AGXc9B13mBUrZQcpdB0HZxYRI0cWTZQiYIoow3jteOWB7u+VKpjM8O9sOsItALP1nIUbmQ4yQChxlXs/DHP74F7373/wIArK2t4ZxzzsHjH/8EPOYxj0WxuL7EERNhIAW9AY4erQpfKTKdTqFYZGKmVmv6utkVRUaxqKNeb4Xe25Gfm5eqmQV3p5Cw28Wx7DL29JxKKc7rPJmm2xWjx+WyO45EBYmuxUJu2+hot9uoVoP3+2VrJCtIHHZ9UgAjLmR+34XlQo6zCJzGr371S3zve9/BNddcgxtuuAGGYUCWZTzqUb+Bs846G894xrOxvb297GEuhEOHColaQRItBAFA19WZRBd7Gg0m1qafW8LaWh6NRnumWLtFdQpxt4tzW+BEaXyezWamxgvGTVTFbbxRsShxRiIwXIa7hvCC0UGY1nYtCtwuZN5eNKgLOckiELB73Vw01OtNHDu2j29/+0Zcd903cf3112J3dwfnnHMu/sf/eMeyB7oQSAj2iIsQTM3o/OZibXJCSTAkScL6+mznXlSnEPYkztwxjUYTzeZgBrKqppySOsvMyptkFYybqBJpvMscC4nAeDLcNWRSwehpcBG16BIrw2Nwx8cB8L3erY4IbKHR6MAdE2hZFn72szK2trZw6NDh5Q1zgZAQ7BEXIagosy3+QcTaLGxsFNBqdXxWxbdd7uDQh+KgqikUCnlIEsbG5Hi5VGbNQA4DWZawubk+8JpIgsoPoo13FUQgER2WZc1UMHoYEUXULC5kEccfHjYKhTzSaQ2NRgv1+qAIXFWSJgQTnywyK1Emi3D8nTqaeMBhMhmWLGJZLDN4XHyM/wxkJgqj6m9pWTZM04SiKM64RBJV0xBxvJQZTARl1q4hw/DyVACEElF+s5C7XQOalkJyRaDeE4FtEoEJhoSgB7xvb1TnnnQzRZkUMoyuZ5HNZmAYRi8z2P+bjc9AZoukOwM57MVxb6+Cra31WJWFAcQUgcTyiLs1dN6C0alUqicCJz+EioBXFjKrucfqFdq2jWw2I0wh6/mxkc/rSKfTaDbbqNfbIBGYXEgIjiGqDXvS4r+4pBCgUNChaVoo7eLcxUn7/S01p2J9FPW7Op2uUzQ2LpAITIL4CW/88b4O84lAVWUikNUorUbmQYgC1tKOtSplBfxbA+IQWG4h6/lhIjCTYSKwViMRmHRICHowzWo359k9BcGikkJYtf48UqkUGo0WGo1mqOd397dkFeu1gfpd82YgS5LUE7FqLCxsoo1xFeIBo3qfuIvYMAlDBFqWjUolXiIQcMcEjrqzl13Ien5s6HoOmUwarVaHROCKQELQgygXfG+N569TyLwsul0cq1jfQrPZCqUHsrvncb3eRLPZErq2oGgiEFieVTLuIhAgEcixLAv5fC7Qw5yqqigW9V5McnWpheqDMCgCayNhL8ssZD0/TARmsxm0Wh1Uqy2IIAKPHTuKCy54AS6++NU4//yXjPz+i1/8PK666qO4++67UCgU8dSn/iYuvvg1yOVyvs7farXw4Q9/AP/+71/C0aNHcb/73Q+//du/g//v//sd4dbvqEi8EAyyMUS5gY+eezHxgJqmolBg7eIWVaPLzbw9kAdFbM2p8bi/X8H6enGhn8Uvq7KI+CHuInCVca9Z9Xoj8MMcX4Msy8LBwXK7FQVhmggcRvReyIPYyOVYzDgLFxJDBDYaDVxyyRtRr3uHL334wx/ApZe+Bw95yMl4/vNfiDvuuA0f//hHccstP8K73nUpVFWdeH7TNPHnf/5mXH/9tTjrrLPx5Cefh2996zq8851/i3vu+RX+4A9eH8GnEo/EC8Eg2LYNWV6Ea3gxIpAXYjZN1i5u2a6YWTOQFUVxROxwjTHDMNHtGk7dr2UjohVwVaDLHj7u+dxqtTx70voRNoMisLqQUlNhMpjdPF0EDiNaL+Sh0Tnx3O12B5WKGCLw3nvvwSWXvBE/+9lPx/7+8svfh1NOORXvfvdlSPWKBl9++fvwwQ9ejs9+9pN4/vNfOPE9vvrVr+D666/Fi198IX7/9/8IAPC7v/t7+JM/eR0+/vEr8Vu/9Ww85CEPDfeDCchszVtXiGiTRSQwdzCPCYzkrQAA+XwOup5Ft9vF/r6Y8TidThe1WgO7uwc4OKj2XMkydD2LjY01RwTWag3PQrMHB8G7GYSJaCJQLLcTEUf69fO6qNX68cRc2FSrdezs7Hvct0VsbBSh61nkchkUCjpMM/4ikD2Izm+5Y+7jBvb2DrC3V0G93oRlWchmM1hbK2Bra90p3RLtmsKynXO5LDqdrjAi8KqrPoqXvexFuP32W3H66Wd6HvOZz3wSpmniwgsvckQgAFx44UXQdR2f+9xnpr7Ppz51FRRFwYUXXuS8lkql8Lu/+3uwbRuf//z0cyQBMcwoghFlsggXC5qmot3uRLZZs3ZxOlRVRavVRq0WvP/nInFnIOfzLGgZ6McHjntq3t3dHyk0vWhEEoFA8uMBiegY7hpycFCbeLz7vu1n0LLYOH4+0zShqqqAsXHjGRaBUbhvl+dCtnveIhbveXDQhAgiEACuuupjOP744/HGN16Cu+++C9/97rdHjrn55u8DAB796NMHXk+n03jkI0/FjTdej1qthnw+7/kenU4HP/7xLTj55BKKxcHwooc//JHIZDK46abvhvSJxIaEoAfRbWQsniaVUlz19gy02+EWYebt4hSln1QRN/jTMLc6sAxkVpZmXAZyu91ZeEkZ0ayAy4ZEYDLgc9qyrJlbx3FhY9s28vkUTNOEaVoD8cD9da8rbKzgIkTgMItzIdvIZNJCikAAeOMbL8EZZzwWiqLg7rvv8jzml7/8BTY3tzyTQk444QQAwN13/xwPf/gjPf/+3nvvgWmaOPHEE0d+pygKDh8+bux7J43EC8EgD57RbO527yZnCROplIJ0evAGD6MIM2sXpzuN24OUaFkmzJKZh6oOlrdhGcjtkR7Iw0Hri4RE4CiUFJIc5ukaksmkkc+zWN9KpeZYAN3WrnyeBfKzdY89DIvSmYOJwAKWXew6mixku/f96L3vRywRCACPe9xZU4+pVA5wwgn38/ydrjMBX6uNt2RXKmxu5/OFsedotX4OwzAGXM9JJNmfLjC8zVwwIel1vuGkEFZvr+m4UtJp7yLM7XbXdwP2dFpDPp9zirSKsqj6hVsyZVlGrdZAq+Xdj3lSBvIiEUkEroooJRG4GOYpGJ3NMksTExnVgTXUXXKGFZ9nD3S5XAa53Px1RsNAFBE4TDguZBvpdF8EHhw0YNvxvKEMw4CqenuANI293umML5HG91U/5yAhuIL0Fy6W1BEUd7u4SQHSpmmi0ZhehLnd7ox1BTABGaxdnAgMWzL9ujy8MpCz2UxkWcSiCi4RxxQ2VCh6McwnAjNOchqzBI4/lj8MNxpNyLI8IGq4lZ8Jm07PhRz9miaqCBzGrwu50Wjgpz8t4373OxHptOYYC+IuAgEWC2gY3g8LXABms9mJfw9g4jkkSUImk5lzpOJDQtADbl6XJClwUHPQdnGDRZhlJ+iaL46WZTtuFP7EzOPpOp0uqtXJi6+I8MWJF5mdZ/HlT8O8F3GYiCoCl8WiBRSJwOhwz+2gIpBZ9Xj26eTkkmEsy/K08qtq39LvjiuMQqDFRQR6Mc6F/IMf3IxXvOIVyGazOOuss/DUpz4VT3ziOVBVPdYiEAAKheJY12+9zl7nLuJxfw+Mdx/X6zVksznIcvKLq5AQ9IALqaAbRFjt4rwWR/ZUpyKT0XrWRhuyLKPZbKFeD7dd3CLgm4dhmKhUwistsbOzH3rXERKBfZIioJLwGcKAz+1jx/YC/b2us2LEQUTgMN7WLjXSmntxFoHDuF3ID3vYw/EXf/GX+OY3/y+uv/56fO1rXwPAsmLPPvscnH32OXjoQx8Wy7Xt/vd/AG666Xtot1tIpwetdvfc8yvIsoz73//+Y//++ONPgKqquOeeX438zjRNHDlyH0466cGhj1tEEi91gyaLAEE3fl4fcDZLoJ8xsWKfNezu7jvlYPgYM5k0isU8Mpmo606FRz6fcywIBweV0F0/1ap3NfpZELHMxbLHlBQRSAzOpXlFIF+fwoaXpdnbq2Bv72Ck5t7m5nw195IkAoeRJOA5z3kO/umf/gnXXnsd3vGOf8TznvcC7Owcw+WXvw8XXXQBXve6Vy97mIE49dTTYFkWbr75poHX2+02brnlh3jQgx6MXE4f+/epVAqPeMQpuPXWMhqNwb3iJz+5Ba1WC6ec8qgohi4cZBGcwOxrymI6hagqezK2baBarQ0FDuvQddvJQG63xSvPsKgah+12B/l8LrAwFtUVvOwxCXhJiAC45/ek7MpJ8FqfvMxT1LhDZ8a1qjQMd8LE5LUvySIQsKGqKgqFfM+7ZOJxjzsbj3vc2bDtN+O2227FtddeE9sYuKc97Rn48Ic/gCuuuAynnfYYJ7njwx/+AOr1Op773N+eeo5nPONZuPnm7+P9778Ur3vdHwNgIQj//M/vAwA85znTz5EESAh60H9K9rfjuZNCom8Xl0Yul4VlWQPt4ni8IA8aTqdV6HoOuo5IahUGhReGTqUWU+NwHhfxsgUXQUQJn9+dTget1uwZulwELqtg/aRWlbquQteZi4/HFQ5XX0i2CGR7QbGYh2XZ2N9vwG0PkCQJJ5/8MJx88sOWN8A5eeADT8KLXvRSXHnlh/CKV1yAJzzhHNx55x247rpv4lGP+o0REXfVVR9FtVrF+ee/BIUCKxnzzGc+B1/4wmfx8Y9/FLfffhtKpYfjhhuux223/QwvfvGFK9FeDiAh6MksruGgSSFB4AvvcG0uN+6gYa9ahf2FcfE1u3iB1kXXONzfr2J93btW1DCiWgGXySJdwXFwO8dhjH5hVQZmt+RxV6xIXYtGS9OoY0vTWJaVaBHIRS4TgXUI5hQKjde85g9w+PBx+NSnPoFPfOJ/Y3NzCy984Utw0UWvciyEnKuu+hjuvfcePPOZz3GEoKIoeMc73oX3v/9SfO1r/44f/OBmnHjiifjP//lN+O3ffsEyPtJSkIKKl6NHq+IFT41h1hJAsixjbU1Ho9FCuz1erISVFDINSZJQKOjQNBWtVge12uwLt7tWYSqlAMBCm5zzpvO2baNSqfuujRgWGxtFKIoy8RgSgaOQCBwkDmP0i2maM3cNAfoisNlso14XQwROwl2aRlVTA9Ugms0WWq2OcOEz85BKKVhbK8C2mQhMmMYVgkOHCglZBRgrIQQVZbbFW5YlrK3l0Wy20WqNK0hpu9zBoQxzzFj6rtRGo4lGY35XqrtdG6+356dWYVBYK6NRd/aiCTuLOOkkSfQQg1iWFahrSF8ExrNKAbeU8WYBsswmuDuuMG6F+N2kUnKvby6JwChJmhAk17AH04XdYuIBU6kUikVWZLlarTuxMPMyrV2bZdnodrko7M71GXlG4SR39qLY3T3A5ubawGtkBRwPXZZkErR1XLGYh6apA60f48SgpawK07QGStO4uzqx9a+Lbjc+LTpZZybm7iYRSMwCCUEPxsUILjIpZFHt4rzatfG4Qp6FN3svSwa3Hiwqo3Aa3OrJC9SSCEwuZM30JmjXkL4IDMcrsWhSqRTW1vLOesq9Ev2Y6uaAp2S4h3mQ9W+RKIqMtTUW93ZwIJYIfOITz5h6zP/6X+/DYx4z+bjXvvaV+MEPbvL83Rve8F/wvOetTkxf2JAQHMOwSFhkUshgkeXawuJX3Fl4ksTK1AyLwn4vy87Yun+sPEweqpoSznpQqdScriOiicBlC9OkiKekfI6wYaVVTGSzaV+lVQB2Hdm9rC4kyz8KxonAYdyekvGlaUxn/Vt2BQZOXwRKODioY8Hh11O56KLf9Xx9b28Pn/70J7CxsYkHPvCkqee5/fZb8YAHPBDnnff0kd/9+q8/Yt5hrjQkBCfAN5NFJYUAw+3i6kt7ArXtwSw896LILGo5pw+ou1Yhc0/kIcsyarUGWq32UsY/iSi6joTBqojAKN+LROB42u1Or4IALyvVFzVeHgf3A1293kCzKd69PA2/InAYf718TWeNjDrZbhyKImFtrQBJkrC/X4dhiGexvPhi74LV/+W//DEkScJf/MVfY2tre+I57rnnV6jX63j2s//j2PMRwVkJIRhkc+hbZ+yeAIw2KcS96IqYjecWhf24Gm2gVqFhmNA0DZLELG/LWhz9sL9fwfp6cdnDEIKkiECAROA43F1D+qVVNM/SKp1Od2A9EvWBbhpBRaAXw718WQUGFdlsBtksu37druEk2y3iAV6WJRSLRUgStwSKJwLH8eUvfxHf/OY1eM5zfhtnnvn4qcfffvutAICHPOTkqIe2kqyEEAwCv48XEQ8YByuaG3dcDdtUNGQyGjIZNp1M04Sqqo4rRUQMw0Sj0UQul132UJZOUkQg0ccdZrCzM9g6zjDM3vxvOaVV0ml1IC6O9zCv1+sTKieIS5gicBjTNNFo8OvXT7bzDqGJprMTq2xRgCxLODhooNuNjwhst9u49NL3IJ/P4zWv+X1ff3PbbSQEo4SEoAfcFcwqsxcc92cURUdVNYVCIQ9JYr1xF1VkOSyYFZBtGobBBKKq9ou4LrJW4aw0Gi2k02koSuJbbgsBicDFwUVgo9GY+BDLWo/1k8XSaRW5XL8tYy6Xg6alnXtYlLi4SfCOGlGIwGEGk+1YXPVgCA2cdp9hlabpi0AZlUoD3a4Jv12wROBTn/oX3HffvXjVq16LtbV1X39z++23QZIk/OAHN+Fv/uatuOuun6NQKOLJTz4PF1/8auTz+WgHnXBWoo6gLLP//MCTQgB4FGAOtytHv76e3auvJ6b1bBK82wmLaaw5m44sy871G65V6HYzLxtZlrC5ub7sYSwUssytBt1uFwcH/nsIM1djAYrCPBOWZTntKuXeAjotrnDZLFIETiOV6pem4XvIvGugLAPFYhGKwkRgpxMvEWiaJs4//z+iWq3iX//1806Hj2m85CXPx113/Rz5fB5PfvJ5yGZzuOmm7+LWW3+GBz/4IXjve98PXV+cGKQ6gglmOCmEm/9ZWQGt97Q8aOlqt0d7WPpBpPp6QWAxRDpUVfVsM2VZi6tVGBRed2vZ2bqLhETgamCa5owiUMbaGgtPcXsm3O0qp8UVLhuRRCDA46YNNBru0jSDLnh3vcJxVRg4LIM7viIQAL75zWtw33334oUvvMC3CLQsC/l8ASef/DD87d/+Txw6dNh5/R3veDs+85lP4oorLsPrXvfHUQ490ZBF0MFfp5Bxli5uKZzm/pQkoFBgNblEqa83K+5uJ7OWlOjXKlShqqrT7okviIuq1eUu1s27nQwXm04aJAJXg1m7howTgZOO5/dwKtVv2bbMenuiicBJuEvTqKrqdDdxxxUOe4ckCVhbK0BRFFSrTbTbBuImAgHgLf9/e2ce3mSZvu0ze9KkaSkiIFAQZRlRREZcht2yKCqDouKKCyriCuLK/By3ccGBUUZR2ZFx+RRxHVFUHJaCC8iuooBisa0g0CZt9uX9/nj7ZmnTNk2TNmmf8zg85pi8S5+UJrny3Pd9XQ/ew/r1a3j99bfJz+/W6Ps5nU7Gjh2F2Wzm/fdXNfp+8SJ2BDOQZCaFRO90qSO+4ekxmQx1fktORVxcUyNHNFlCAqqhOwF1eRXq9fF7FTaGyNzjSLNuh8OJ2ZyV9J+XLoihkJZPYiJQHjqId9K/el9h7X57TdNXmEkiEGqzplFcGGRrmp07d/HRR//ltNP+TN++fTnmmLYZLwI9Hg+bN3/NCSecmBQRCHIPa5cu+ezZ8xMejweDwZCU+7Y2WoUQrI3GJoXUbLSuvfwZDAZDAiqZcXFNSbSAqkyoJB5Jol6FjcFoNGCxZIVKZ5H3dLk8GAx6tNpW/bJoFMIjsPloaHScYkSsfKlLZJirNr89gyF+v8LGoIhAuc86/UVgLKLTTeQS/I8/7mbJkiUsWbIEs9nM4MGD+ctfBvHnP59JTk76eaDGw7ZtW3C5XAwbVtCg6yoqKti//2dycnLJz+9a47jHI2/KiPftxGm1v7lkJ4VIUv1RbSBPqnq9mScCw4MtwVApNdnE41Xo9foSnuCOpy+zvLwilDyS6TS1cBIisPloaHScRqMhJ8fSKBEYi0i/vVT3FbYEEVidQCCAyxVg2LAC3n//FLZs+Za1a9fyxRdf8Mknn6BWq+nbtx8DBw5h5MhzOeaYuo2Y04nvvtsJQN++/Rp03U8/7eauu6YwcOBgZs58NurY4cOHKSkppkePXmg0mmQttdXRKoVgqpNCIr8lm0xGzOawV53ZbCIryxgyH03n/EqF5hhsieVVKA/rKMHwDZvgbkjucbomjzSE5hBOmSACW6KgTFQEypFkqcsxj8evMNG+wkgRaLNVNFkMZ9Mh0b17d3r37sXYsRdx9KidTZu+obBwLRs3FrJt2xa++eZLnn12bnMvNG727PkRgJ49ezfour59+9G2bVu++moj27ZtoV+//oA8Ff/sszPx+/1cfPGlSV9va6JVDIuoVBD+shDfUEgyUKxVfD4fdrscF6fsECpNwpE9cR6PN+1EodVqRq+PT0A1BZET3EopoC6vwsjpZpfLjcMRX+5xJtvKtESxkwxa6u8lMjWkPpQeX5DTf5rDAqZ6X6EybBJvX2FrEIFWazZ6vY7KShcul4/InsBAIMAPP3xPbm4unTt3ab5lNpCJEydQXPwbq1dvqPO8RYvmAdHRdBs2rGfGjHtQqVScc85IrNYcNm/+mv37f6GgYBSPPPJEk1ZxWtqwSKsQggCyZki8H7AhRMYzxbJWUYh8M1Sr1aE3Q2WnsDnf4FQqFTk5FrRaLU6nG6czPgHVlNTnVej3+7Fas6ummxuelWow6MnONqdi6YImRohARQRmA3KPb7r4lkb2FSp+hbXt+LcmEehwuHA6o0VgJvPXv54LSPVO9w4adDoAhYWbox7ftWsnr7yykJ07t+P1eunSpStjx47joosuDf3dNBVCCFaRSUJQo1GhVgdDb3xNERen0TRMfMR6M0z2oES8REbeORzOjIiYivQq1OnClhYAbrcHp9OV0L97Tk52SGQKBOnE0aNlxPu2kCmTtZF9hdVNmAOBYFWfYcsVgdnZFgwGPQ6HG6fTS0sRgS0NIQSryCQhmJtrQqfT4vcrfXneqjfC5P5bynFx5tBkcKLN0FqtNrTTpcSfyWv3Raw9NURG3iWzibwp0eu1WCyW0A5Q2Kswsb7MdB8eaWpD7Ja6u5ZJuFwuHI747KcydaiiNr/CTOqvjp+wCHQ63TgcQgSmM0IIVpFJQlCjUWE0yuJKmSwKT6B6q3YKG/fvajDosViyCAYlKiqS13sTOSgRXnsgJfnHkc8hUyPvqj+HYDAQ8iqM1ZcZr1dhug6PCBHY+mhIdJxOp8NqNWf0LlrkbqbfH4ja8W9Kv8LUIVUNsxlwOj04HB6ECExvhBCsIpOEYBgJrVaNwaCNyn8MC6vERKEyVev3+6vER2p+NRqNJmb+sSJoGyM+ZXsHU8qfQyoxmQyYzVn4/QHs9oqYz0Gn04ZsfRpSglepVLRtm5vK5TcYIQJbH4FAgLIye1znKr6fwWCwhmdmplBbT6DSSqPX60JVk3BfYWKxn82DhMVixmg04HJ5qKxMPxG4YMFLvPLKopjHCgpG8uijT9V5vd1uY+HCl9m4sZCysqN07Xo8V101kYKCUalYbpPQ0oRgK2t+UuH3S/j9PhwOLxqNqsrOoLotiTeiSbnuf2/FlsTr9WK3p3aqNhAIxMw/NpmMmEzGOqdn60KZbvZ6fVRUVDZL7m9jCVvchCe0Y6HY0kBtXoWxd1slSS6ryc326UFTl6uFCGxegsFggiIw9peidKeuwZCm9CtMHekvAgH27v0JvV7PVVddW+NY9+4n1Hmty+Vi6tTb2Lv3J4YPL6B9+w6sWfMFDz88g/LyMsaPn5CqZQsaQCvbEawNqUoUamPaksi7bdGxPk6nA7UaOnfu3CBbklRQ1/Ssx1N7/nGktUpd083pTkM8AmsjVgk+1m6rIpoFyUHsMsZHMBikvDy+0q7SHhEIBGvdGU93Ep0Orr2vsGmzzOtHwmzOwmQy4nZ7qahwk44iEOCSSy7EarWyePFrDb522bLFzJ//ItOm3cf48ZcB8mfn5MnXU1pawvLlH9CmTV6yl5xyWtqOYNPOXKctKgIBcDr9lJU5OXq0gspKF8FgEJPJSG6ulby8XMxmEzqdhj17fuSqq67grrvuorLS0awiEML5xzZbBUePllNZ6SQQCGAw6MnJySYvLweLJasqtk1GyRjV6WSbgkwUgbLFTTYGgx6Xy90on0PZ+NZFWZmdsjIbDocLSZIi/v1zMJuzouK0mpr0+ABLHkIExockSajVavLycsjNzSYry1hrikKkCMz8ncBgg/saldhPm62So0dtoaE9nU7eIc3LyyEnJxuTyRAqKTc9mSMCHY5Kfv+9lBNO6JHQ9e+++zZ5eW0ZN2586LGsLDMTJ96A2+3ms88+SdZSBY2glZWG40EWhS6XH5fLh1od3ik0mYwUFq7n3nvvRavVctttt+N2p9d2fjAoVcs/1lXtdIXd/H0+P1qtJhQvlb6lk9qRhaxscVNZ6az6d0gOgUAQl8uNy+WO2m01mQyYTAaCQdmKqCkjjZq6H7ApaGFPJyUoqSG1pesopU+fzx/K0fb7/dhsTZMAlGyiRWDj+hpry0HW68M5yE3fVyiRlSW3scgVjPQVgQB79+4F4IQTTmzwtcXFv/HHH4cYNqygxntl//6yV+DWrVu47LIrG79QQaMQQrBOVASDsih0Or288cZ/eOmlFzjuuE7Mnz+PE088MaIXxRshqNLjhS3nH3txu70hN3+j0RA1dWcw6FGpVGlUMqkfJR2hsTY98aDstrpcniqvwugSfFMghkJaJ5HRcXJcmwun0xXqD9brw/3Byt+I3x/IYBGoTDinZril+fsKpZCI93i82O3pLQIB9u3bA0B5eTlTp97K7t0/AHD66QO4+eZbyc/vVuu1xcW/AdCpU+cax9q2PQa93sCBA0XJX7SgwQghGAc+n49Zs57io48+4JRTTuXJJ/9Jbm4eFRWuqt1CebctGJSqBGF6ikKVSoVWqwmJG2VYwmDQZ4w/V7QxbmWTTgfKu63RwtpsNqXc1V6IwNZJbfnB0TvWKszmrNBrWKvVkJeXk4Y9cXWTahFYnVg5yMp7YbhykszfodxmkpVlwuv1ZYQIhLAQfOON/zBo0BDGjh3H3r17WbPmCzZv/obnn59Hjx69Yl5rs5UDYLHEHrAzm804HPHZIAlSixCCcfDWW6/z0UcfMHr0edx//0Po9XokCdxuP263r6oEq4kZqC4Pa3irJnGb74UfnqqV7WHk3UK5nBqOupN3GRLx2WsKoj0Cm9cYN7LslJubHRowynSECEwP4o2OMxgMGAx6fD4fFRWOUPlTp9NVvU9JUZPw6Wgh09w2N0pfodJOo7wf1vwdJmroL4tAszkLr9eHzeYiE0QggFqtoUOHjsyY8XConAvw6acf89hjD/HUU4/VOkSifEmP7E2PRKfT4fHEZ4ouSC0t49MrxQwfPoJOnTozdOg5MXZnVFWiMIDb7UelkpMt5L6y8G5bZPlY/nbZdG8EVqsZvb72qdpwKcQZ5bMnv4Czmi3qLpJ09jksL68gN9ca8nZsLC2xH1AQP/GKQOU1Ie8wyTsrHo+8iwXRsZXV7ZHknrjmN4xvbhFYnbr7Ck2YzaYG9hVKGI2GjBSBANOn3w/cX+PxUaPO44MP3mXbti0UFe2PWSI2GIyAXFGLhc/nw2g0JXO5ggQRQjAOjjuuE8cd1ymOM2VR6PEE8HgiRWH1EqyvWgk2NW8M8lStBa1Wi9Ppxumsf7o5ls+ewRDps9c0UXeRZILPYXm5nTZtcho9iShEYN209NJ1vCJQ2eGPFIHVqdkTJwua8LBJYr6jySLdRGAsGtdXKFUN8JirKjGZJQLro2fPXmzbtoWSkpKYQjA7Wy4JOxyx3RwcDgd5eZlnHdMSEUIwZUSLQnCj12tCO4VKySG82+ZNqijUaNRYrdmo1SoqKx243Q23PAm/CbrQajWhnULlm3Gqou4isVot6PWZ4XNYVmYjLy8n4Z5BIQLrpiWLwMjBkPpQRGBDfDNrDpsok/DysEkwGP6C6vP5Uv5lKxNEYHXq6ysMBoPMnTuXnJxczjrrbDp27BgSgTabE0nKrD9ev9/Pnj0/EgxK9Olzco3jHo/SWqSPeX2XLl0BKCkprnHs8OHDeL2e0DmC5kUIwSZBfgPweoN4vW6iRaEWvd6M2RwuwYb78hJ749DptGRnW1CpwG6vTMq3feWDRBGFsawslJ3CZJScZLNrCzqdFqfThdOZGb0kR48mLgZb0lBIsu8vRKCMsjveGPN0edhEnoRXeuKUL3mRg2PKbmGy2zBaQupJrL5Cv9/H8uXLOXjwICqVir59+zJs2HAGDDibrl27Z9zfbzAYZMqUSZhMWfz3v59FWcBIksSuXTvQaDS1Dot06NCB9u07sHPndoLBYNR74tatmwE4+eRTUvskBHEhDKWbHBWgwusNUlHh5siRSmw2ecdOq9VgsZjJy2tDTk42RqMetVoFxP9GaTDoQ1O15eUVKSn5RJsv23E6XUiS3LOUm2ulTZsczGZTwgMUarW6agBDQ2WlM2NEoMLRo7a0ntTMNBEIQgRCWAS63Z5GmadX//mylUklR4+WY7dX4vH4It6LcqsMmI1JMWBuCSKwOsrvMBCQeOONN3n++ReYMGECpaWlzJnzHFdfPYErrriYF154jp07tzf3cuNGr9czcOBgKirsvPrq0qhjb7zxKvv27WXkyHNDJeBYjB49hkOHDrJixVuhx5xOB8uWLcZgMDB69PmpWr6gAYiIubRCQqdTh/KPlW9QkeVjuYQS+1OxuQcqIv3NIqPulJ3CeERpU3oEpgqVCrKzLbVOyyk0Ryk4E0VgS6VhItCM0ahv0haJyCxuRQRGTs82dOe/JYrAaKSq52ghEAhy9Gglu3f/QGHhOgoL17Jvn2zOPG/e0pil1nSktLSEW265niNHjnD66Wdw4ok9+fHHH9i69Vu6devO3LnzycnJBWDRonkATJo0OXS9w1HJpEkT+e23IoYOHU6nTp1Zs+YLSkqKmTbt3ozNGm5pEXNCCKYtsihUcjOVN+LI8rE8rKHC6/Xy7rsrGDJkML169U6LgYpw5mf8+cfKB4UkSdjtlWkx1dhQqpe0TSZjTLEn+gFbN8FgkKNHbXGdq2Rpu1weHI7m6ZONHJRQpuPjyTNXaG0i0GZzUr3tsaSkmD17fuKss/6CwZA5eeV//HGIhQtf5quvNmCz2TjmmHYMG1bAddfdiMViCZ03aJBsL1NYuDnq+qNHjzBv3lw2bFiP2+0iP78bV155DSNGjG7S55FMhBCsQgjBpkRCq1WHou6UXg2/388ffxzmnnums3nzZh566O+ce+6YZl5rTeREjvBOoUqlijDflqftjEZ5MjmTmserExl753C4Qj6NbdvmCtEnCJGYCHQ3e6a5Qjh2UYdWG349+3zh6dnIz5XWIAJlQ2w5Gq+8vKYIFLQshBCsQgjB5iIsCg8d+p1bbrmFX375halTpzFx4kS8XmWCNz3/TiOb0yOj7pR4LLs9Mz8oNBoNOTm1l7SFGBSAnG1bVmaP61xlYj5e66fmINKAWa/XhV7PiiG9JElVJvAtWQRqsVqzhQhsRQghWIUQgs3Lrl07eeCBu3E4Knn00cf561/Hhko28gSvN6KPJz3/ZlUqFdnZ5lCaSfhDJNPiseQpbYCKitqntBtjLSPIfPx+P+XlFXGdGxaBmTMxD0SJQuVvXZIkXC531UBFy1JJOp2mSgRKlJc7hAhsJQghWIUQgs1HYeFa/v73GRiNRp56ahannnoaIKHRqELlY2ViNxAIhPp4ZBf89Pj7jRyoUBrgI20soncWZK/CdBSFkX2NNltlvX6KyTCdjgcxtJFeeL1e7Pb6J31VKqp6THU4HC5crswRgZFEvi4kidDffPj9KJ5UjvRGq9WQk5Nd5dDgIEVWqoI0RAjBKoQQbD7uvPMWfv+9lFmz5sR0dFdEoRJ1Fz3B642Y4G2ev2W1Wh6o0Gq1tX7YVd9ZkPM+w6km6VBiSrSvUZnuThVCBKYXTqcTp9NT73mRg0YOhxOXq/5r0pFYPYEajSaqrxDCwyaxUznSG61WjdVqBdJXBB45cpjFi+fz5ZcbOHr0CFZrDqeffgaTJk2mU6fO9V5/6603smPHtpjH7rnnAcaNuyTJK84chBCsQgjB5sPhqMRgMMbp0yehVhOypIme4JV32uQsyKb5u45OPHGGMj3rIjL/uKalTvPkH0da9dhslQ3erdRqNeTmWlO0utQhRGbDKC+34ffX//cZKQIrK52hQaNMI57BkMhUjsg+4UhRmI67/woajZqcHNk7L51F4E03XcuhQwcZMOBMTjyxJ0VF+9m4sZDsbCvz5i2hS5f8Ou8xevRQ2rY9hoKCUTWODRw4mN69T0rV8tOeliYERbJIBmI2W+o/KYSKYBBcLj8ulw+1WlWVfazFYDBgNBqr2UD4QtclG61Wi9VqRqVSNSjxJFb+sV7ffPnHZnMWJlPjso/9/gCHD5dxzDFtkr/AFCFEYMOINzc4MhM80TjIdCDe6eBYqRyRcW3Ru//N80WvNiJFoM2WniIQYPHi+Rw6dJDbb5/K5ZdfHXp81aqVPP7433nhhWeZOfPZWq8vLS3B4XBwwQV/jfIFFLRMhBBsVUSLQpVK6SnURuVlKoax4XJN4z/9o3vpKhL2CKyef6xE3TVV/rFi59GYiK9IDh8uy4ghEiECG05eXk6oHy78BSsaWQRmo9GoqahwxLVDno4or+9AINigyX8llUN53pGi0GKRDdn9fn/o95iqTPN4CItAFTabg3RucVy3bg25uW247LIrox4fPXoMixfP55tvvqoR+xbJvn17ADjhhB4pX6ug+RFCsNWiQpLA7fbjdiuiUFNVQpZFoVyu8YZ225TrGorRaMBsNiXdI1DJP3Y6XRE9SPqU5B/LpTszOp0u6Z5uR4/aQvFh6YrIDY4P2UKkImQEH/1aCn/BkiSlV1YWgfG2SaQjiYrAWET2C2q12lBfYeRrWjknFfGZtaHRyIJdpVJRXu7A70/f0nUgEOCaa65Hq9XGFHo6nR6fTx7W0ev1Me+xd68Qgq0JIQQFhEVhALfbj0pFaNBE3nGL9UEmEY8oNJtNmExGfD459i5VvT+BQACnM4DT6Q5F3RkMuqpePiOBQDC09oZ+gMQz3NJY5L4wL7m5ted2VicTBVUmrjleysvtoS8c1UufiqBRSp8+nx+tVpPRUYoQLQJttoqkvr79fj9+v7z7HxlfaTIZMZmMTTZsIr/+rahUyk5g+opAkD1NL7vsipjHfv11P0VF++nUqXOtIhBg3769qFQqduzYxsyZj1NU9CvZ2VaGDStg0qTJUYkigsxHDIsI6kCKEIXaarYuvqoJ5NpFYbLLqIkQTkGIP+qu+vVKWkhT7NqoVNC2bf19g5koqDJxzfEQb2awSgU6XU2LpMh2hnTqh6uPVIrAuoiVVJQq/1G1Wt4JVKvV2GwOfL7M/dgLBoNMm3Y73377DVOm3MFVV11b67lXXjmeoqJfsVgsDBtWgMmUxbZt37Jnz090734CL720qIG96i0LMSwiaEXIO4UeTwCPxw+40es1oQlkvT68u6HY0kiSREVFJXPm/IszzzyTceMuatZorGAwiMvlweXyhD5AIkt2de0qaLUarNba00JSgSTJfYN1JZFkqqDKxDXXR7z+gCD/u/n9Acxm+W3X4XCiVmuqelyVwafU9rgmC4NBh8XS9CIQIBiUYg6b6HTh96TIvsJExXWkCLTbnfh8crZ7JiJJEv/855N8++039O59Uo3ewUiCwSAWSzY9evTkmWeeo127Y0OPz579NO+//w6LF8/njjvubqrlC1KM2BEUJID8T6+IQtnWRf5WXlR0gFtuuYWff97HY489TkHByGZea2zknsjwTmFkXqrHIwtaq9WCJEnY7ZWN7jFMBGVHVZCexDsVrKAMG8Samo8cfFKyxJurH64+DAY9FktWs4jA+ohlNaWIa6/XF/frWK0Gq9WKRiOLQK83fROa6sPv9/PMM0+wcuWHHHdcJ158cSHHHNMuoXs5nU7Gjh2F2Wzm/fdXJXmlmYPYERQIqt4Qvd4gXq8bZafwl1/2cfvtt1JWVsbMmTM5//zzQ+Vj+Vt5+rx2JEnC7fbidntr7eMCcLnczbYzI0+RerBa4+8bFKSeeEvBkURmUceyTooefAr3uDZ1P1x9pLMIhGirKUVcRw+b1N8rLKe7tAwR6Ha7eeih+/nyyw107pzPc8+9mLAIBMjKyqJLl3z27PkJj8eDwZC+A26C+BFCUNBI5DfIDRu+5G9/uw+AZ599nsGDB6LRaLBYzECkAbQ3LUWhYmFhNBqwWLJC5VezOYusLFNE+btpzW69Xj9HjpSTl5dTa6k4GWRqubmpqaioxONpmBBTRKBsO1K/dVIgEMTlcuNyuUPmy7EnkJvWfDndRWB1aopruQIQFtfy77GkpBitVkdWlhmVigg7H1dGi0C73c4999zJ99/vomfPXsye/Txt2uTVe11FRQX79/9MTk4u+fldaxz3eDyo1eo4Aw0EmYD4lxQ0msLCtfztb/eRm9uGWbPm0KNHLyorvVRWetDp1KGdNrkPKiskCsMG0OnxRivvGkRPOCsfHkofUjj/OFxCTjXKDpTVKmczJ//+QgTWRyK7gBDuMwWw2xvunxmP+XL49eRLWfRiponA6sjiOrJXWH5da7VqLrlkPF6vlzPOOJMRIwooKCjAZMqu6ovOzBeGx+Ph/vun8v33u+jXrz8zZ/4r7uGOn37azV13TWHgwME1TKcPHz5MSUkxPXr0CrUwCDIfIQQFjWbnzh307Nmbxx9/mg4dOkYcUeHzSfh8XsCDVqsOmVcrolBOEJA/xOQSbPO88So+fl6vD7u9MvR4ZClOnvgMfxArBtbR5e/UoayrrkGShiJEYP34/X7KyysafJ0sArMBCZutstEtBnWZL+v11Xfek/f3mOkisDrysInSFgJPPz2Tjz76iMLC9WzYUMijjz5Knz6nMGjQUIYMGUbXrt2ae8kNZv78uezcuYOTT+7L7Nn/xmAwxn1t3779aNu2LV99tZFt27bQr19/AHw+H88+OxO/38/FF1+aqqULmgExLCJoBqQIURhujg9PTHqbVBQqO21ut4fKSmdc18hRd3IfV3PkH2u12gZ5DgoS48iRsoQiBHU6bWjYKBkiMJ6fp+xcazTRQxKNmUBuaSIwFiqVhNVqRZKCrF27ns8/X01h4ToOH/4DgPz8rjz22NOceGJmmCsfOXKYSy65EJ/Px/nnj+XYY9vHPO/qq6/DYDCwaNE8gKgouQ0b1jNjxj2oVCrOOWckVmsOmzd/zf79v1BQMIpHHnkipa0q6U5LGxYRQlDQzEhoNKqQJY1WG56YVCxp5HJa8l93clqIBZ1Oi9PpxulMzOYmnICgj/gQbpr843RPJMlUgsEgR4/aEro2WgRWNEn+dSTJmkBuDSIQJHJystHpdFRWunC5fMhRnEF27/6e9evXsnPndiZPvo1TTjm1uRcbF+vWrWHGjHvqPe/jj/9HdnY2gwadDkBh4eao47t27eSVVxayc+d2vF4vXbp0ZezYcVx00aVpH4mZaoQQrEIIQUHyUUShtkoUyp0LyoeYx+PF709O344S76XVaqpSPTyNvifE/hBOxL4iXjQaNVZrNmq1qlV/Q08WifYCKigiMBiURWBzG0RHJnJUN1SvawK5tYhAqzUbvT5aBAoE9SGEYBVCCApSiywKlag75UMsbP+gpII0/PUYKZ5SmRYSmX8cudMZFrWNE4WRhtd2eyWBQJC8vJxkLL3V0VgBCOGkjWRnaieL2hI5qk8gh0VgAJstdbGQzUtYBDocLpxOIQIF8SOEYBVCCAqaDgm1mlD5OHJnQykfxysKq4unpjLqjfSGC+90Jp5/HFl+rG54bTIZMZtNSV1/SyUZAhDSXwRWp/oEsiIKA4EgGo26xYvA7GwLBoMeh8ON0+lFiEBBQxBCsIp0FoIrVrzJs8/+M9QDUR273cbChS+zcWMhZWVH6dr1eK66aiIFBaPi/hm//PJzaDLL5/PSp09fJk++jV69eifzqQhqIKFWK+VjLVqtkgoSmR+slLuiX6vKh3VzpoVA4/OPw6JDwm6vvQetTRtryiweMn3aOFkCEKLLqHZ7RcosXFKJXi+bV2u1mlCLQVMOPzUdYRHodLpxOIQIFDQcIQSrSFchuG3bFqZPvwOPxxNTCLpcLm677Sb27v2J4cMLaN++A2vWfEFJSTHTpt3L+PET6v0Z+/f/wi233IAkBRk58jxUKhWffroSn8/P3Lnz+dOf+qTq6QmikKrKXbIoDEfFKT1Q3lAP1KpVn/DWW2+yYMECtFpD2nywReYfVxe1sXq4FNER786TSqVKuhl1JovAZApAaDm9dJHlYKfTHZpCrj6BnIo+16ZDqoptNOB0enA4PAgRKEgEIQSrSEch+Pnnq3j66cdxu90AMYXgsmWLmT//RaZNu4/x4y8DwOl0MHny9ZSWlrB8+Qf1uq9Pm3YbW7ZsZuHCZfTo0QuAn3/ey803X0e3bt1ZuHBZCp6doG6kqvxgTah8rIiql19+mTlz5tCzZ08WLlyERpN8U+ZkEI6609fo4fJ4vGg06pD3YkPLdkpiQmPTADJZBCZ7h0tJoUnk3yOdMBj0ZGebYz6PyJi2cJ9r4i0NzYeExWLGaDTgcnmorExfEej3+1mx4k0+/PA9SkpKaNv2GM4//0Kuvvq6uF6/yah4CeqmpQnBFjEDXl5ezoMP3sMjj/yNNm3y6Ny5S63nvvvu2+TltWXcuPGhx7KyzEyceANut5vPPvukzp914EARmzZ9zeDBQ0MiEKB79xMZNeo8du/+nj17fmz8kxI0EBWSBG53AJvNxZEjFZSXV/L44/9gzpw5DBgwgFdffZXc3FwMBh0qlQSk1we3Yhhst1dy9KiNigoHXq8PvV6H1WrBbJZ3Al2uhk84SxKUl1dw+HAZ5eW2hEVLpolAxcLF5XKHhHReXg65udmYTMbQjldDUUSgz9dyRSDIO4FOp4vycjtlZTYcDhfBYBCTyUhOTjZ5eTlYLFkpSbxJHpkjAgH+9a+ZPP/8s1itOVx66eW0a9eOhQtf5pFHZtR7rcvlYurU23jvvRX06XMy48dfRmVlBQ8/PIMVK95sgtULMpEWIQR//nkvhYVrGTPmQhYvfq3WUO3i4t/4449D9O3br0bvVP/+spfS1q1b6vxZ27fLx0877fQax+K9hyDVqPB4fMyY8QCvv/4aQ4cO59lnn8doNFX111nIy2uD1WqpEoWQrqKwosKB2y1PNQeDQVQqFdnZZvLycqrWr29w2dfvD3LkSDmHD5fhcMRnoJ0MmlIrBQIBDh8u48iRcnw+Pw6Hi6NHbZSX23E63ahUKsxmE23a5NCmjZWsLFNox6s+TKawCLTbM7scXJcIrI6SgWyzVXD0aDmVlU78/gAGgx6r1ULbtrlVpdeG/02mDgmzWfbadLu9aS8Cd+7czgcfvMuwYQXMnbuAKVPuYO7cBZx77vmsWfMFGzasr/P65cvfqIqIu4dHH32KW2+9i6VLX+f447vz0kvPU1Z2tImeiSCTaBERc506dWbp0jc44YQT6zyvuPi30PnVadv2GPR6AwcOFNVzj+Ja79Ghw3EA9d5DkFokSeKBB+7mm2++4q9/vZi7774f0GC3uwE3er0mNIGs1yt5rb6QAbT8gZgeHxbKB6v8IeYAIqPF9KH840gD64YMKyj5qwA5ORZ0utTs7KS6pCxJEk6nq97dUr8/gN/vwul0Rdn7ZGUZycoy1lv2VCayfT5fVR51qp5RammoCKyOHNMWTwZyw/8mk4csAk0mI263l4oKN+nyuq6Nd95ZDsANN9wUEtMqlYpbbrmdVatW8t//vsfAgYNrvb6uitejj/4fn332CZdddmVqn4Qg42gRQrB9+w60j52iE4XNVg6AxRI7mstsNuNwVMY8Fs89LBY51Lu+ewhSi9vt5tChg9x44y1ce+2kiN0J+X+93iBer5uKirAoVISVJGVF9JI1ryhUou9cLjcORzj1JDxE4kSnk7Ob9XodFosOyEq4F85mk/9u1Wo1ubnZSU0PSIUIDAQClJcnviMnD0bIwxGRk9wmkxGTyRgxye3D5/NViUVTjTzqTMNo1GOxJC4Cq1N3BnL036ScKd4Ug1oSWVkmTCZj1c56+otAgO3bt5Kbm0v37tGbGscc044uXfLrrDYpFa9hwwrqrHgJISioTtoKwUsuuZDffy+t85yLL760arcnPuRUCmrtZ9HpdHg87oTvoeymeL3JSakQJIbJZOLVV5fXc1a0KFR2ChUDa73eHBrMkL0KFVGV+g+T6Og7F05n7X+TPp8/tHMlT3rKOzJmcxZmc2JRd5HxagaDDrM5Ky0ipSRJwuFwhkrlyUTpvXS5PFHGywaDHqPRgCTJw0h+v5+KCiEC6yJy2l35m9TrI/8mUz2BLIvArCwTHo+vqhKQ/iLQ6/Vy6NBBTjrp5JjHO3Q4jqKiXykrK6NNmzY1jiej4iVonaStEBwyZBjl5eV1ntNQmxaDwQgQ4TMXjc/nw2is24g3fI+aZSPlvvXdQ5BuRIpCuY9Ip9OEou4sFjNA1E5hqkShSqWqmu5tePSdIgodDhdarSa0U2g2mzCbTaEPYI/HRyAQ3wewx+PD46mZuRvLdy7ZSJJEMBhs1K5fIlQve2Znm0MleK1WS15ebkQrgS9jegSbQgRWp/rfpCIKFaGW/AlkCZMpcufWRSaIQAC73Q7UXrGKrDjFEoLJqHgJWidpKwTvvHN60u+pWMk4HI6Yxx0OB3l5dVvHhO9R8wVVWSk/prxgBZmKCp8viM+niEJ1qHws72pkpUQUqtVqcnIsqNVqKiocjYq+U3rhIj+ADYbID+BAaKcwkV2Z2nJq1Wo1JpMBo9EQsr9R/hfknbdAIIDPF8Dv9+P3B9JaSJnN8oCRxyP3aOp0upDADveXNncvXP00hwisjvw3KZfiIzOQq5fi68pArhupqoczC6/Xh82WOSIQ4qtYQe0Vp2RUvAStk7QVgqmgS5euAJSUFNc4dvjwYbxeT+ic2u+RX+s9SkuLo36OoCWgwueT8Pm8gAetVl21U6gPicLI8rG805ZY/nFOTjYqlSpkG5Msqn8Ay0Km5oCEx+MLfZgkirJrplKpcDhcuFyZ+8FjsUROm8pfHiNFSl29cOmUxhFpdSMPuDS/WFUmkF0ud62l+OoZyHUjYTRmrggEMBgMQOxqk/x43RWnZFS8BK2TViUEO3ToQPv2Hdi5czvBYDCq72nr1s0AnHzyKXXeo2/ffoCcYBI5mSXf49uqe/RN4qoF6YMKv1/C7/fhcHgjRKGuRv+Tx+ONWxQq+ceQ+vzjQCCI0+mOGJCouSuj7BQ2dB1yWduCVqttcFk73QiLQA+VlbEtdurvhfOHhk3iLcUnm3QUgdVp/ASyVO15Zp4IBLmSpFaray3f1ldxSkbFS9A6aVVCEGD06DEsW7aYFSve4tJLLwfkZJFlyxZjMBgYPfr8Oq/v1Kkzp5xyKmvWrGb37qvo3fskQPYy/PTTj+nd+6SYecMrV37Ik08+Wue9O3ToyNtvf1jnOcXFvzFhwrhaj69evSH0zVKQSqqLQiUVRFet/OqNKL/W/HDS6bRYrZaQ8XFTCgZ5QELZlVGHPnhNJgMmk6HG1GxdqNVyb2MyytrNTdiyp3YRWJ2avXD6GH8LiZfiEyETRGB14plAttlsrFr1GT169KBLly4YDAYsFnOVubcTSco8EQhy6bZ9+46hylJ1SkuLyc1tg9WaE/N4MipegtZJqxOCV101kS+++Jw5c2axbdu3dOrUOSprOLIJt7S0hJUrP6Rjx+MYM+bC0ON33XUPt99+E3fcMZlRo85Drdbw6acrkSSJ6dNjTzH36NGT66+/KeaxTZu+ZteuHfTr17/e9e/d+xMABQUjyc/vVuN4ddsAQVOgwu8Hv9+H0+lFo1GFyseRQkCJipPLryrWrVvDe++9y3PPzUGlUjeRrUZsgsFgaFcmVqkuGJRCOzLVy9bVexuTWdZuahQRWN2ypyFU9yoMf0GIz6swGWSiCIxFrF3Xn37aw0MP/Q2A7t27M3LkSIYNG0aXLieQ6RkJffueyqpVKykq+pX8/LBoO3z4Dw4cKKrTQzAZFS9B66TVCUGz2cKLLy5g3ry5bNiwnq+//pL8/G488sgTjBgxOurc0tISlixZQL9+/aOEYO/ef2Lu3IXMmzeXTz/9BK1WS58+fbn55imhHcLq9OjRKyqSTuH330t5663X6dIln3vuebDe9e/duweAa665gRNP7NGQpy5oElQEAuB0+nE6fSFRGFl+DQSCvPHG6/zjH/+ga9eu+Hx+NJr0eSnGKtUZDPIOl9Goj+jfkne3lN7GVJe1U43i2yiXzhMTgdUJBAK4XIHQrmttXoWJD0jUpKWIwOoou67HH38CS5cuZf369XzxxRfMmzePefPm0a7dsQwePJQhQ4bTr1//RudqNwfnnns+q1atZP78uTz22NOo1WokSeLll18AYOzYi+u8vrEVL0HrRJXom8Qff1S0jHeXZmbq1Fv59ttNvPDCAk49tV+958+YcS8bN67n888LM/KNrvUioVaDXq9l2bKl/Pvfc+jTpw/z5s3DYsmO6MlL37JW9f6tyGlgucTsyVjRERaBdfs2JovIXVedThv6XSq7xj6fL6HUkpYqAqORQlGRgUCQ7du/Z+3a/7Fu3Rp++OE7ANq1O5bFi1+lTZvM64l7+OEHWb36M/70pz707386u3btYPv2rQwbVsDjjz8dsmtatGgeAJMmTQ5d63BUMmnSRH77rYihQ4fXqHiNHz+hWZ5TS6Ndu+z0faNOACEEm5Evvyzk3nunMnr0eTz00ONxXTNhwjiMRiOvvPL/Urw6QbKRJIkXXniON998jdNO689zz/2btm1zQ1O24Z48b0RPXnq+32i1cm+jYiGoCJnIqdlMECEqFVXm3bpmm3KuTWD7fOFp9Hh+l9EisCJj4+/qJloE2mxOIoezDx06yPr1azlwoIgpU+7IyH5pv9/Pq68uZeXKDzl8+A+OPbYD5547hiuvnIherw+dN2iQnBZSWLg56vqjR4+EKl5ut4v8/G5ceeU1NSpegsQRQrAKIQQbz7XXXsH+/T/z5pvv0aFDx3rPd7lcjBo1hNNO+zNdux7Pl18WcvToUbp168bll1/NqFHnNcGqBYkyc+YTfPjhuwwcOJjHHnuqyu5Bqtod0mIwaEO7Q+GSYWRPXnq890QPuFQSCASihIxSzko0/7ipkEVgNjqdFofDWW9OcVOtSfEq1Ol0qNWquLwKW4sI1Ol0WK2WKqPxaBEoEDQVLU0IitpiM7Fp09fs27eH0aPPi0sEAuzbtxdJktiyZTM2m43hw0dQXl5GYeE6HnvsIQ4cKIoqEwjSB6/Xy9q1XzBmzIXcd9/fIsr6KoJBcLv9uN0+VCoVBoOcfxw5qOHzeUO7Q8p1zYG8G2MmGJSw2ytCAy7Vm/qTlX+cKiJj/NLJ6kaSav9d1uZV2HpEoFaIQIEgBQgh2EgSzUReseJNAK64YmLcP8vhqCQ/vysDBpzJXXfdE5oK++OPQ0yZMomlSxcyZMhwevTo2cBnIUg1er2eDz5YVU9fpwpJArc7gNvtR6UiIvtYj8FgqNZH5q360G8aUWgw6LFYsggGg9hslbUKulj5x9X99Rqaf5xMMsnvsL7fZSAQRKNRt3ARqOxCZxMMSkIECgRJRgjBRpJIJrLdbuPLLzfQp88pDZr8PfPMs3n99RU1Hm/X7liuv/4mnnrqMVav/lQIwTSlYcM9sij0eAJ4PJGiUBtltBtZPpbbPFIjCo1GWXwEAkHs9oq4S721+es1Jv+4MShZzhpN5vkdVv9dZmWZQnFiOp2W3FxrhEVR8xhYpwLZcF0WgTabQ4hAgSDJCCHYSBLJRN64sZBAIMDw4QVJW0fPnrKJdW1mpIJMJloUgrtKEGpDJWS5j8wX2mlLpig0mQyhKL3G5NRW99dTdjqbynRZrVZhtcoisLLSmVEisDrK7qAsDB3odLLATkZCTDqh1aqxWrOr+lEdNFNAS0Js2vQ1r732Crt3f4/H46FTp86MHn0+V1xxdVxfCkV4gKCpEEKwGfjyyw0ADBs2okHXFRf/xu+/l9KnzykYjcaoYx6PXN7S68UbQ8tGFneKKKyocKPXK6JKFlaSFNlH1jhRKJsgm5JeegwEAjid4fzjcBJHakyXqyefZLLptSLMI/9N/H53DK/C6ISYZHoVNgUajSwCQaK8PLNE4KpVK/nHPx4mKyuLoUPPwWy2sGnTV8yb9wLffbeDp56aHbKBqQ0RHiBoKoQQbAa+/34Xxx7bng4dOjTousWL57Nq1UqeeOIZhg49J+rYjh3bANnsWtBakD9IvN4gXq8bUESh0ktmDgkGWVQpE6fxiUKz2YTJZMTr9WG3x84/TQaBQHTUXW2my3JfZMNFYUtKPoklAiORYwM9uFxKQozSXyoPHtVsJ2ie51EfGo2anBw5OzfTdgI9Hjdz5szGbDazePFrHHdcJ0DujX3ggbspLFzHunX/q/EeXh0RHiBoKoQQbGLsdjulpSUMHjy0wdcOHz6CVatWsmTJQs4442xMJhMARUX7ee21pWRnWxk58twG3fPii8/n0KGDMY/NmvVvzjrrL/XeY9euHSxY8DI//vgDKpWKP/95AFOm3EGnTp0btBZBY4gUhV7Ag06nqYq6k0UhmKN2CuVhj9ii0GLJwmg04PF4qaiIHWKfCmoKGX21CeqG7W7JIjAbtVqF3e6oNzM5nalPBFZHTojx4nZ7a3gVhtsJGuZV2BSERaAKm82BP8Mq21u2bMZut3H55VeHRCDIPcLXXHMDX321ka++2livENy3by9arZZu3Y5P9ZIFrRwhBJsYJRC8bdt2dZ63Z8+PrFu3hh49ejFkyDAABg0awogRo/n881VMnDiBgQOHUFFhZ926NXi9Hp544p+1BpLHwm63cejQQU466WTOPPPsGsc7d+5S7z22bv2Wu+++nexsK2PGXEBlZSWff76KrVs3s3Dhf+jY8bi41yNIJip8viA+n5fKSg86nbpKUOmqJk6zYopCv9/PihVvccYZZ3DKKadSWdl0IrA61aPuwtPTkbY6vmq2OmEUQdES4u/CItBXlRjSsOslScLj8Yb6IpWdQkUYpovvo0ajCv2blZc78PvTQ5w2hI4dOzF58m0xs+OV4R6n01nvffbt20PXrt1EgpQg5Yi/sCbGbrcBYLFY6jxvz56fWLJkAeedd0FICAL8/e+P06fPKXz44bu8//4KDAYjp53Wn+uuu5GTTjq5QWtRSg8jR54byqVsCMFgkH/+80kMBiMLFy7j2GPbAzBq1HlMm3Ybc+c+xz/+8UyD7ytINip8PikkCrXamqLQ7/dTUVHJ//3f3/nf/77gvvvu5/jjT2zuhYeQpJq7W0pfZPQEtfyfUg4WIjA28fk+Nq3FjzzMY0WlUnYCM08EAnTrdnytu3jr1q0B4Pjju9d5D5fLRUlJMaed9mdmz54pwgMEKUUIwSbmjDPOqhEJFIsxYy5kzJgLazyuVqu59NLLExJu1dm3by8AJ5yQ2Af+t99+Q1HRr1x++dUhEQhw+ulnMGDAmaxfvxabrZycnNxGr1WQLFT4/RJ+vxeHQxGFWgIBH9On382GDRuYOHEil19+OV6vYumSXib6kbtbsq1OeHdLEYXyebQoEWizpaZPs3avwqaz+AkP88gi0OfLTBFYF/v3/8Ly5W+g1+s577wL6jxXhAcImhIhBFsx+/bJO4KJNiJv27YVgP79T69x7LTTTuebb75ix45tDB48LOE1ClKJLArLy8u4776p7NixjZtuupm77roLnU5bZf4cCA2ayJYu6SYKweORbXNAFk5ZWXLvrLzDZKk3ni1dMZmMmM2mlIrA6tT0faxp8ZNsr8LIiW6bzYnPV3vvanOSaHgAyBnI9957F263mzvumEb79nUPCorwAEFTIoRgK2bfvj3k5OTw4Yfv8fHHH1FSUkzbtsdw7rljuOaa66MCzmNRXPwbQMyhkI4d5di8AweKkr9wQdIoLy9n+vQ7+PHHH7j11ju58sqJlJc70WhUofJxtAiQd4b8fj/p9mGt1WowmUyhDGS1WhUVzyZJ8u6W0lOYDlF3tdEcIrA6su9jTYufZHoVqtWERKDd7sTnS78vGwqJhAcA/PbbAaZNu43S0hLGjRvPhAlX1fuzRHiAoCkRQrCVEgwG+eWXn3G73bz11usMGXIO/fv/mW+++ZolSxawY8d2Zs/+d52NynX1O5rN8mOVlc3zISaIj7feep0ff/yB6dMf4KKLLql6VEUgAE6nD6fTWyUK5ZKhyWTCZDKFfP7knaHmF4VKDq0iAgOBAIEA1UqespCxWLIAQjuF4WGZ9CAdRGB1qlv8KGV4o1GfsFehSgVWqzUkAr3e9BWBkFh4wA8/fMe9906lvLyMcePGM336A41ehwgPECQbIQRbGPGWL6677kY6d84nOzubJ5+cRXa27Nnl8Xh46KEH2LhxPe+++3advYh+v/IhW3PnUNlNlK1MBOnKpZdezrBh54Q+XGqiiEI/TqevapdNG2NnyBuxM9S0H+bRIrAi5nBDuOQp23goE8g1++CaJ/9YIR1FYHWCwWCd09zVB3di2dKoVERE/bnSXgQmwqZNXzFjxr24XC4mTryBm2++Ne5rRXiAoCkRQrCFEW/5Ii+vLUuXvl7jmMFgYOrUe9i4cT2ff76qTiGoxBv5/TV3ABQBqHgdCtKTNm3yaNMmL86zVQSD4HL5cblqF4VK+Tjs2Ze6D3hFBMo5tBVx7ez5/X78/pr5x9FRd3L5uCkzexURmGoD72QSa5o7llfh3r170en0tGmTFyECNVRUuKpiE1uWCNy1aycPPngPHo+HO++czmWXXdGg60V4gKApEUKwhZFI+aI6xx3XiexsK6WlJXWel51tBeTyb15e26hjDof8QWY2mxu9HkE6UlMUytnHWgwGA0ajMaJcGOnzl7wPfL1eR3a2mWAwiM1WmVB5N57842QPR8QiE0VgdWJ7FerQaDRcc83VOBwO+vfvz4gRIxk9ehRWa5sWKQKdTicPP/wgbrebO++8u8EiEFITHiAQ1IYQgq2UsrKjFBX9SocOHWtMsMmlHU+9Iq5Ll3wASktLyM/vGnVMEZGxMjIFLQ1ZFLrdftxuX1W5UFMtEUT2MYw2f05cACRDBFantvxjZbcz2fnHCi1BBMYisl/wuefm8PHHK/nf//7HzJlPM3Pm0/Ts2ZuhQ4czdOg5LSo944MP3uHgwd+xWnOoqKhg0aJ5Nc7p2rUbI0aMBpomPEAgqAshBFspGzas5+mnH+eSSyYwdeq9Ucd+/PEHPB5PvaWHvn37AbBt25YaySRbt36LWq2OOUUnaMmokCRwuwO43f6qcqEmoo8s3EMmZwd7qwyS4xeFBoMeiyWLQCCI3V6REkuYVOcfK7RUEVidP/3pJM4660wef/xxNmzYyGefrWbt2v+xYMFLLFjwEl27duO++/6PU0/t19xLbTTbt8u2Wna7jSVLFsQ8Z/DgoRFCMPXhAQJBXagSzZf844+KzDHkEtSgrOwol1xyIWq1hkWLloV27hyOSu6550527tzBv//9ckyPQIVAIMBll/0Vl8vFokXhOLnNm79h2rTbGDp0eIOTRTZt+prXXnuF3bu/x+Px0KlTZ0aPPp8rrrg6rqil4uLfmDBhXK3HV6/eEOptFDQlUpX5szKooUWlUkUMFkTm3dYuCiNFoM1W0eT5uEr+sV6vQ6eTn0MwKIXWH+/ELEBWlpGsrJYvAkHCas1Gr9dRWenC5fIhf2GQ+PHH3axd+wWbNn3NFVdcQ0HByOZerEBQL+3aZbeofgYhBFsx7733NrNmPY3JlEVBwUh0Oj0bN67n4MHfueqqa5ky5Y7QubHKFwAbNxby4IPTsVgsjBx5Hi6Xk88++4SsLDPz5y+NCl2vj1WrVvKPfzxMVlYWQ4eeg9lsYdOmr9i//xcGDRrCU0/NRqWq+/W3du0X/O1v91FQMDJmWfraayeJ7M5mJywKFWGoiMLI7ODqorC09Dd69epVZTxc2eQisDrhqDt9SBRG73b6ao2Da40i0OFw4XTKIlAgyGRamhAUn4itmHHjLqF9+4689torrF79KZIk0b37iUyefDujRkU3ItdWvvjLXwYxa9a/WbJkAf/973uYTFn85S+DmTz5tgaJQI/HzZw5szGbzSxe/FroWr/fzwMP3E1h4TrWrftfjQm66ij5yddcc0PCiSmCVKOqSgQJ4PH4qahwR5SP5RKsMm2qWLqsWPE2s2fP4uGHH2b06DHNLgKhetRd7InZWDYqrUkEZmdbqkSgW4hAgSBNEUKwlXP22QM5++yB9Z5XW/YxwIABZzJgwJmNWseWLZux221cfvnVUQJSq9VyzTU38NVXG/nqq431CsF9+/ai1WpbVPN5y0YWBl5vEK/XDUSKQi16vZk33nid2bNn0bdvXwYNGowkpV8EWfX8Y51OF0o1ibRRkSQJg0HfakSgwaDH6XTjdHpJt38zgUAgI4SgIC3o2LETkyffRr9+/Wsc0+t1gGzLUB/79u2ha9duovybkUSKQg/gZtmyxcyf/xJ//vOfmT9/PhaLpap8rGQHp6MojJ6YjdwlVMrHKhUYjYaMyz+OD4nsbHOVCPTgcAgRKBCkM+LTUpAWdOt2fK27eOvWrQHg+OO713kPl8tFSUkxp532Z2bPnsmXXxZy9OhRunXrxuWXX82oUecle9mCFCFJEgsWvMSyZYvp3/90nn76X/j94HJ5qmLidEBWVPk4HUUhyKJQq9WgUqnw+fwEAgH0+ljPIb3zj+NDwmIxYzAYcLk8OBwe0vHfpDYuvvh8Dh06GPPYrFn/5qyz/lLvPXbt2sGCBS/z448/oFKp+POfBzBlyh0xM9kFgnRACEFBWrN//y8sX/4Ger2e8867oM5z9+3biyRJbNmyGZvNxvDhIygvL6OwcB2PPfYQBw4UMWnS5CZauaAxvPPOWyxbtpgzzjiLJ5+chdFoxOeTvQgrKz3odErerQ6zOQuzOQu/3x+KupNj4tJDgNTWEyjnHytRd1mYzVQ9B1/Ec8gkZBFoNMoisLIys0Sg3W7j0KGDnHTSyTXssAA6d+5S7z22bv2Wu+++nexsK2PGXEBlZSWff76KrVs3s3Bh2FlBIEgnhBAUpJR4s4/vvvv+Go8fOnSQe++9C7fbzR13TKthfF0dh6OS/PyuDBhwJnfddQ9qtRqAP/44xJQpk1i6dCFDhgynR4+eiT8hQZNgsWRzySUTmDLlzhh2P6qQKHQ4PGi16lDUXaQoVKZ3A4Hmy7GtazAknH8sR90pPYU18499Vc8hnZEwm7MwGg243d6ME4EQHjQbOfLcOqM1ayMYDPLPfz6JwWBk4cJlHHtsewBGjTqPadNuY+7c5xpspyUQNAVCCApSSrzZx9X57bcDTJt2G6WlJYwbN54JE66q92edeebZvP76ihqPt2t3LNdffxNPPfUYq1d/KoRgBjB69BhGjx4Tx5kq/H4Jv9+Hw+FFq1WFpo+VmLiwoGpaUdiQ6WAl6i6cf1wz6k7ZKWzK/OP4kEWgyWTE7fZSUeEm00QgyBUFgBNOODGh67/99huKin7l8suvDolAgNNPP4MBA85k/fq12Gzl5OTkJmO5AkHSEEJQkFISyT7+4YfvuPfeqZSXlzFu3HimT3+g0evo2bM3AKWlxY2+lyBdUeH3ExKFGo2qKuZOV01QyT6Ffn/qcm4bYxEji8KaUXfyPcNRdx6P8hyaEwmz2YTJZMTjyVwRCPKgGZCw7dS2bXKiSCwT/tNOO51vvvmKHTu2MXjwsITXKBCkAiEEBWnFpk1fMWPGvbhcLiZOvIGbb7417muLi3/j999L6dPnFIxGY9Qxj8cDgF4vUkVaByoCAXA6fTidiijURu0UhgWVN6miMJk+gfFE3Sk7hcnMP44PiawsEyaTCY/Hh92euSIQZCGYk5PDhx++x8cff0RJSTFt2x7DueeO4Zprrkev19d5fXHxbwAxh0I6duwIwIEDRclfuEDQSNTNvQCBQGHXrp08+OA9uN1u7rxzeoNEIMDixfO5664pfP31xhrHduzYBlBvfrKgJaKIQj/l5U6OHKmgstJFMBjEZDKSm2slLy8Xs9mETqcBErdzUURmKnwCg8EgLpcHm62Co0dtVFY6CQSCGI16cnKyycvLwWLJQqfTJfXnxkbCZIoUvC4yWQQGg0F++eVnbDYbb731Oqed9mcuuGAsGo2GJUsWcO+9U+vdfbXbbQBYLJYax8xm+bHKypbsHSnIVMSOoCAtcDqdPPzwg1Ui8G4uu+yKBt9j+PARrFq1kiVLFnLGGWdjMpkAKCraz2uvLSU728rIkefWcxdBy0ZFMAgulx+Xy4darQoNmkTusimlV58v/jQMWQQam8QsOhgM4nZ7cLs9qFSqKPNqo9FQlX8cznBOLrIINJuz8Hp92GzpKwLjHVa77rob6dw5n+zsbJ58chbZ2dmAXEl46KEH2LhxPe+++3adQySKUNTpau4cKruJXq830aciEKQMIQQFacEHH7zDwYO/Y7XmUFFRwaJF82qc07VrN0aMGA3Ezj4eNGgII0aM5vPPVzFx4gQGDhxCRYWddevW4PV6eOKJf2K15tS7Fr/fz4oVb/Lhh+9RUlJC27bHcP75F3L11dfFZVRtt9tYuPBlNm4spKzsKF27Hs9VV02koGBUw34pghRTUxTK2cdaDAYDRqMiCqsLqpqiJywCvdjtjiZ9FpIkRYlCRRAaDDqMxsioOyXDuVE/DaMxM0QgxD+slpfXlqVLX69xzGAwMHXqPWzcuJ7PP19VpxBUptv9/prCWxGAypdTgSCdEEJQkBZs3y43WtvtNpYsWRDznMGDh0YIwdjZx3//++P06XMKH374Lu+/vwKDwchpp/Xnuutu5KSTTo5rLf/610w++OBd+vbtx8CBQ9i5czsLF77M3r0/1Wv/4HK5mDr1Nvbu/Ynhwwto374Da9Z8wcMPz6C8vIzx4yfEtQZBUyOLQrfbj9vtq9plU0Rh5C6bN0oUShK89db/AyRuuummJheB1Ykn/9jn84cGZhqW2SxhNBqwWGQT7HQXgZDYsFp1jjuuE9nZVkpLS+o8LzvbCsjl37y8tlHHHA55h9hsNjd6PQJBshFCUJAWPPXU7AadX1v2sVqt5tJLL0/IBwxg587tfPDBuwwbVsDjjz8digR74olH+OSTj9iwYT0DBw6u9frly9/gp592M23afYwffxkA1113I5MnX89LLz3POeeMpE2bvITWJmgqVEhSdVGoiSq9KoJr9uxZLFu2jPHjxze7CKxOpCgEQuvX6WRhqIhCpQxetyiUMBgMWCzmKhHoJN1FYEMoKztKUdGvdOjQsYZfqbyj6qlXxHXpkg9AaWkJ+fldo44pIjI/v1vyFi0QJAkxLCIQRPDOO8sBuOGGm1Cp5A86lUrFLbfcjkql4r//fa/O6999923y8toybtz40GNZWWYmTrwBt9vNZ599krK1C1KBIgoD2O0ujhypwG534vH4ePbZf7Fs2TKGDx/OjBl/w2DQIf/JpGd2sNfro6LCwdGj5djtlXg8XrRaDRaLmby8HHJyLBiNBtTq6gJPwmDQk50dFoGS1HJEIMCGDeu57babeOON/9Q49uOPP+DxeOodNOvbtx8A27ZtqXFs69ZvUavVMT1TBYLmRghBgSCC7du3kpubS/fu0aayxxzTji5d8tm6teabvEJx8W/88cch+vbth0ajiTqmeIvVdb0g3VEhSSrcbj9PPvkUS5cuZciQocyaNRuzOYvsbAt5eblYrZaMEIWVlU6OHrVhs1XgdnvRaDRYLFnk5GQzd+6/+X//7zWKiw9gMOixWMz4/XI5uKWJQICBAwdjMBj46KMPKSraH3rc4ahkzpxZAFx88WV13qNfv/60b9+B999/J6qMvHnzN2za9DVDhgyjTZs2KVm/QNAYRGlYIKjC6/WGskZj0aHDcRQV/UpZWVnMN/S6fMTatj0Gvd4gfMQyHEmSeOGFZ3nzzdcZPHgojz76NC5XAJerAr1eE0o10ev11Uqv3qrSa/qJqHDUHWi1WgIBH1999TU//7yP559/np49ezJy5EjOOmsI3bp1D+2UtyTatMnjjjumMWvW00yaNJGCgpHodHo2blzPwYO/c9VV10YZRccaVtNoNEyf/gAPPjidG2+8hpEjz8PlcvLZZ5+Qk5PLrbfe1UzPTiCoGyEEBYIq7HY7IOfcxkLxB3M4KmMKQZutvM7rzWZzqGlckJns3/9LSAQ+9tjTUZ59Xm8Qr9cNuCNEoRa93ozZnBUShV6vl2AwPUWhYqz9yivL2LdvD+vWrWPVqlXMnTuXuXPnkp/flaFDz2Ho0HPo1at3ixKF48ZdQvv2HXnttVdYvfpTJEmie/cTmTz5dkaNiradqm1Y7S9/GcSsWf9myZIF/Pe/72EyZfGXvwxm8uTbOO64Tk38jASC+BBCUCCoQvEB0+tjG/IqH/peryfh6z0ed2OXKWhGunU7nrlzF9Knz8m1WAnJwkgWhR7AjU6nCXkV6vVmwIzP5wtN7gaDQdJLFMqDIWeddRZnnHEGkyZNYffuH1mzZjVr137Bf/6zhP/8ZwkPPPB/XHDBuOZebFI5++yBnH32wHrPq21YDWDAgDMZMODMZC9NIEgZQggKBFUoPmC1RXXJ5sJgNMb2AjMYjFHnxbq+tmsFmYFKpeLUU/s15Ap8viA+n5fKSg86nTqUf2yxyFOokeXj5heFEjqdFqvVQjAYpLxcHgzp1as3vXr1ZvLk2/jll5/ZvPkbTjutZqauQCDIPIQQFAiqsFgs+zH9+wAAEyJJREFUqNXqWsu3SjxUrAgpIJRG4HDEthFxOBzk5QnrmNaLCp9PihKFsqWLDrM5q0b5OBBoelEoi8BsgkGJ8nInwWDNc44/vjvHH9+9SdclEAhShxCCAkEVOp2O9u07UlpaHPN4aWkxubltak0n6dJF9g4rKal5/eHDh/F6PaFzBK2dsCh0ODxotepQ+VgRhX6/H69XLiEHAgFSLQq1Wk1IBNpsjpgiUCAQtDyEfYxAEEHfvqdy5MgRiop+jXr88OE/OHCgiD59ak8n6dChA+3bd2Dnzu1VJb4wW7duBuDkk09J/qIFGY4Kv1/C4fBx9KiDsrIKnE43oCIry0SbNjnk5uaQlWVEo1GTCksarVaN1ZqNJMkiMBBI+o8QCARpihCCAkEE5557PgDz588NiTlJknj55RcAGDv24jqvHz16DIcOHWTFirdCjzmdDpYtW4zBYGD06PMTWteRI4f55z+f5OKLz2fYsLMYO3Y0jz32UMiypj5uvfVGBg06PeZ/7733dkJrEqQCFX4/OBw+ysocHD1agcMhDxgporBNG1kUarXJEYWKCASJ8nIhAgWC1oaqYVmTYf74oyI9nVIFgkby8MMPsnr1Z/zpT33o3/90du3awfbtW6Ni5wAWLZoHwKRJk0PXOhyVTJo0kd9+K2Lo0OF06tSZNWu+oKSkmGnT7k0oa/jIkcPcdNO1HDp0kAEDzuTEE3tSVLSfjRsLyc62Mm/eklC8VW2MHj2Utm2PoaBgVI1jAwcOpnfvkxq8LkFTIqHRqELlY2ViORAIhMrHivVLQ9Bo1OTkyL2tNpsDf+w5qbRj5coPefLJR+s8p0OHjrz99od1nlNc/BsTJoyr9fjq1RtCQ2QCgUK7dtnpNObfaESPoEBQjYceepzjjz+BlSs/ZPnyNzj22A7ceOMtXHnlxCjftCVLFgDRQtBstvDiiwuYN28uGzas5+uvvyQ/vxuPPPIEI0aMTmg9ixfP59Chg9x++1Quv/zq0OOrVq3k8cf/zgsvPMvMmc/Wen1paQkOh4MLLvhr1FoFmYSKQACcTj9Opw+NRoVeL4tCk8mIyWQkGAxWWdJ4qybf6/6sCotAVUaJQIAePXpy/fU3xTy2adPX7Nq1g379+td7n717fwKgoGBkzBzg6glBAkFLROwICgRpzoUXjkKSJD74YBVqdXQ3x4QJ4zh06CCrV2+ocUyhsHAtDzwwnRkzHq7V+0yQqUio1YQsaXQ6+bt9MBissqTxVdkZRYtCjUZFTo4VlUpFebkDv79lvJ3//nsp1157OXl5bVmy5HWMRmOd5y9aNI8lSxawdOkbnHhijyZapSDTETuCAoGgyQgEAlxzzfVotdqYQk+n0+Pz+fD7/ej1+pj32Lt3DwAnnCA+6FoeKoJBcLn8uFw+1Gplp1CLwWDAaDRWiUK5fOzz+VCr1VitsgiUdwJbhggEePrpx3E6nTzzzJx6RSDAvn170Wq1dOt2fBOsTiBIT4QQFAjSGI1Gw2WXXRHz2K+/7qeoaD+dOnWuVQSC/GGnUqnYsWMbM2c+TlHRr2RnWxk2rIBJkybX6osoyDRkUeh2+3G7fahUSk+hFoNBj9FoIBiUULobbDYHPl/LEYFfflnI5s3fMHr0eXGbfu/bt4euXbvVkhIjELQOxNSwQJCBBINB/vWvZwgGg4wde1Gd5+7btwdJkli06GV69uzNhRdeRG5uLsuXv8Gtt04S+cctEhWSJItCm83FkSOVVFQ4QzGIdrsTn69lGQW+/PJcNBoNN910a1znu1wuSkqKycnJZfbsmVxyyYWcc85AbrjhKj799OMUr1YgSB/E1yCBIMOQJIl//vNJvv32G3r3PonLLruy1nODwSAWSzY9evTkmWeeo127Y0OPz579NO+//w6LF8/njjvubqrlC5ocRRQGcLv9UY+3FDZt+pp9+/YwevR5dOjQMa5r9u3biyRJbNmyGZvNxvDhIygvL6OwcB2PPfYQBw4UieEqQatADIsIBBmE3+/nmWeeYOXKDznuuE68+OJCjjmmXUL3cjqdjB07CrPZzPvvr0rySgWChnPJJRfy+++ldZ5z8cWXcvfd90c99sADd1NYuK5BQx9ff/0lc+bMYsCAM7nrrntCPbh//HGIKVMmcfDg7yxe/Bo9evRM7MkIWixiWEQgEDQLbrebhx66ny+/3EDnzvk899yLCYtAgKysLLp0yWfPnp/weDzCL03Q7AwZMozy8vI6z/nTn/pE/X+73caXX26gT59TGjT5e+aZZ/P66ytqPN6u3bFcf/1NPPXUY6xe/akQgoIWjxCCAkEGYLfbueeeO/n++1307NmL2bOfp02bvHqvq6ioYP/+n8nJySU/v2bOscfjQa1Wi2Z5QVpw553TG3zNxo2FBAIBhg8vSNo6evbsDVBr7rhA0JIQwyICQZrj8Xi4//6pfP/9Lvr168/zz8+LSwQC/PTTbqZMmcTcuc/VOHb48GFKSorp0aOXMM4VZCxffrkBgGHDRjTouuLi3/j220243e4axzweDwB6vdglF7R8hBAUCNKc+fPnsnPnDk4+uS+zZ/8bszl+u5e+ffvRtm1bvvpqI9u2bQk97vP5ePbZmfj9fi6++NJULFsgaBK+/34Xxx7bng4dOjTousWL53PXXVP4+uuNNY7t2LENgN69/5SMJQoEaY2oBwkEacyRI4d5553lAHTt2o1XX30l5nlXX30dBoOhRv6xTqfjvvv+jxkz7mHq1Fs555yRWK05bN78Nfv3/0JBwahGpY0sWPASr7yyKOaxgoKRPProU3Veb7fbWLjwZTZuLKSs7Chdux7PVVdNjJmJLBBUx263U1pawuDBQxt87fDhI1i1aiVLlizkjDPOxmQyAVBUtJ/XXltKdraVkSPPTfaSBYK0QwhBgSCN+e67XVURYfDRRx/Uet5ll12JwWCImX88cOBg5s5dyCuvLGTjxvV4vV66dOnKtGn3ctFFl0blJzeUvXt/Qq/Xc9VV19Y41r37CXVe63K5mDr1Nvbu/Ynhwwto374Da9Z8wcMPz6C8vIzx4yckvC5B66CkRO7ha9u27qGpPXt+ZN26NfTo0YshQ4YBMGjQEEaMGM3nn69i4sQJDBw4hIoKO+vWrcHr9fDEE//Eas1J9VMQCJodYR8jEAgS5pJLLsRqtbJ48WsNvnbZssXMn/8i06bdx/jxlwHgdDqYPPl6SktLWL78g7h7IQWtk2+++Yq7776dq6++jltuub3W81au/JAnn3yU8867gL/97ZHQ48FgkBUr3uLDD9/lwIEiDAYjffueynXX3chJJ53cBM9AkIm0NPsYIQQFAkFCOByVjB49rMaHa7xcdNEYAoEA7767MmpY5bPPPuHRR/+PO++8u06zbIFAIGgOWpoQFMMiAoEgIfbu3QvACSec2OBri4t/448/DtG3b78aE8v9+58OwNatW2JdKhAIBIIkInoEBQJBQuzbtweA8vJypk69ld27fwDg9NMHcPPNt5Kf363Wa4uLfwOgU6fONY61bXsMer2BAweKkr9ogUAgEEQhdgQFAkFCKELwjTf+g9lsZuzYcZx00smsWfMFN998HXv2/FjrtTZbOQAWS3bM42azGYejMulrFggEAkE0YkdQIBAkhFqtoUOHjsyY8XConAvw6acf89hjD/HUU4/VOkTi9/sB0Ot1MY/rdDo8nppGvwKBQCBILkIICgSChJg+/X7g/hqPjxp1Hh988C7btm2hqGh/zBKxwWAECFnjVMfn82E0mpK5XIFAIBDEQJSGBQJB0unZsxcAJSUlMY9nZ8slYYfDEfO4w+HAYok/QUWQ3qxY8SaDBp1ORUVFzON2u41//Wsml1xyIQUFA7nhhqtZvfrTBv2MX375mQcfnM4FF4xk9Oih3H33Hfz44+5kLF8gaNEIISgQCBqM3+/nhx++47vvdsU8Hs5q1cc83qVLVyBsCBzJ4cOH8Xo9oXMEmc22bVt48cV/13pcMRZ/770V9OlzMuPHX0ZlZQUPPzyDFSvejOtn7N//C1OmTGLLls0MG1bAqFFj+O67HUyZMokffvguWU9FIGiRiNKwQCBoMMFgkClTJmEyZfHf/34WZQEjSRK7du1Ao9HQo0evmNd36NCB9u07sHPndoLBIGp1+Dvp1q2bATj55FNS+yQEKefzz1fx9NOPh74YxGL58jf46afdUcbi1113I5MnX89LLz3POeeMrNdYfM6cWbhcThYuXBb6m7voovHcfPN1zJ49k4ULlyXvSQkELQyxIygQCBqMXq9n4MDBVFTYefXVpVHH3njjVfbt28vIkeeGSsCxGD16DIcOHWTFirdCjzmdDpYtW4zBYGD06PMTWtugQafX+9+WLZvrvc+tt95Y6/Xvvfd2QmtrLZSXl/Pgg/fwyCN/o02bPDp37lLrue+++zZ5eW0ZN2586LGsLDMTJ96A2+3ms88+qfNnHThQxKZNXzN48NCoLx7du5/IqFHnsXv393VOsAsErR2xIygQCBLi9tunsWvXDhYseImtW7/lxBN78uOPP7B167d069adO+6YFjp30aJ5QHQG8lVXTeSLLz5nzpxZbNv2LZ06dWbNmi8oKSlm2rR7adOmTULruv76m2I+XlZWxnvvvU2bNnl07dqt3vvs27eH/PyuFBSMqnGsd++TElpba+Hnn/dSWLiWMWMu5I477ubBB6fz228HapynGIsPG1ZQp7F4XQkz27fLxuOnnXZ6jWP9+5/OBx+8y9atW2rdnRYIWjtCCAoEgoTo2PE4Fi78DwsXvsxXX21g27YtHHNMOy6//Gquu+7GqGGPJUsWANFC0Gy28OKLC5g3by4bNqzn66+/JD+/G4888gQjRoxOeF2RPyOSBx64G5VKxd///hht2x5T5z1KS0twOBxccMFfa72foHY6derM0qVv1Js6kwxj8eLi4lrv0aHDcQDCnFwgqAMhBAUCQcK0a3csDz7493rPKyyMXYrNy2sb1/WN5dNPP6awcB0XXngRAwacVe/5iln2CSf0SPXSWiTt23egffv6z0uGsXhd91C+jAhzcoGgdoQQFAgELRqPx8O8eXOxWCzccsttcV2zd68QgtW55JIL+f330jrPufjiS7n77prekrWRDGPxuu6h08mPeb21D6sIBK0dIQQFAkGL5t13l3Pw4O/cfPOt5OTkxnXNvn17UalU7NixjZkzH6eo6Feys60MG1bApEmTW6XH4ZAhwygvL6/znD/9qU+D7pkMY/HwPfwxrweEOblAUAdCCAoEghZLIBBg+fL/R1aWmYsuujTu6/bt24MkSSxa9DLDhhVw6qn92bbtW5Yvf4Nvv/2Gl15ahNncusTgnXdOT/o94zEWz8ur2zomfI+a5d/KSvmx1ijcBYJ4EUJQIBC0WAoL13Hw4O9MmHBVnVY2kQSDQSyWbHr06MkzzzxHu3bHhh6fPftp3n//HRYvns8dd9ydyqW3CpJhLN6lS36t9ygtLY76OQKBoCbCR1AgELRYPvnkIwD++teL4r5GrVYzf/5Slix5PSQClcdvu20qRqORzz9flfS1tkaqG4tHEq+xeN++/QA5waQ6W7d+W3WPvklYrUDQMhFCUCAQtEg8Hg+bN3/NCSecSH5+t6TcMysriy5d8jly5EidaRmC+GmssXinTp055ZRTWbNmNbt3fx96/Oef9/Lppx/Tu/dJ9OrVO2XrFwgyHVEaFggELZJt27bgcrkYNqygQddVVFSwf//P5OTkkp9fs6To8XhQq9VoteLtMxk0xFi8tLSElSs/pGPH4xgz5sLQ43fddQ+3334Td9wxmVGjzkOt1vDppyuRJInp0+OfYhYIWiNiR1AgELRIvvtuJxAuHcbLTz/tZsqUScyd+1yNY4cPH6akpJgePXrVSMIQJIZiLH7++WPZvn0b77yzHIslm0ceeYLx4ydEnVtaWsKSJQtYufLDqMd79/4Tc+cu5JRT+vHpp5/w+eer6NOnL3PnLmjwJLNA0NpQSZKU0IV//FGR2IUCgUDQBDz44HTWr1/Lxx//L+5BEZAtRy655ALKy8uZM+cl+vXrH3r8kUdmsHbt/3jwwb9z/vljU7V0gUCQxrRrl61q7jUkE1HbEAgELZLi4t8wGAz1isDqOcg6nY777vs/Zsy4h6lTb+Wcc0ZiteawefPX7N//CwUFo6LKkgKBQJDJiB1BgUDQIvnrX88FJN5/v+4J30GDTgdqxuDt2rWTV15ZyM6d2/F6vXTp0pWxY8dx0UWXolaLrhqBoLXS0nYEhRAUCAQCgUAgiJOWJgTF11qBQCAQCASCVooQggKBQCAQCAStlIRLwwKBQCAQCASCzEbsCAoEAoFAIBC0UoQQFAgEAoFAIGilCCEoEAgEAoFA0EoRQlAgEAgEAoGglSKEoEAgEAgEAkErRQhBgUAgEAgEglaKEIICgUAgEAgErRQhBAUCgUAgEAhaKUIICgQCgUAgELRShBAUCAQCgUAgaKUIISgQCAQCgUDQShFCUCAQCAQCgaCVIoSgQCAQCAQCQStFCEGBQCAQCASCVsr/B4sNGKfNtjROAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "image/png": {
       "width": 321,
       "height": 302
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, auto_add_to_figure=False)\n",
    "ax.plot_surface(W, B, L, rstride=1, cstride=1, cmap='rainbow')\n",
    "fig.add_axes(ax)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}